{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 286,
   "id": "7f3f5d20",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import math\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.graphics.tsaplots import plot_acf,plot_pacf\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "id": "8f54457e",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def cut_discount(data):\n",
    "    \"\"\"提取discount中的数字部分\"\"\"\n",
    " \n",
    "    data=data.values\n",
    "\n",
    "    for item in data:\n",
    "        if pd.isna(item[6]):\n",
    "            item[6]=1.0\n",
    "        if pd.isna(item[6])==False:\n",
    "            x=str(item[6])\n",
    "            s=\"\"\n",
    "            for i in x:\n",
    "                if i !=\"折\":\n",
    "                    s+=i\n",
    "            item[6]=float(s)/10\n",
    "                \n",
    "            \n",
    "    data=pd.DataFrame(data,columns=['date_time','id','shop_name','title','price','sold','discount','brand','parameter'])\n",
    "    return data\n",
    "\n",
    "def cut_brand(data):\n",
    "    data=data.values\n",
    "\n",
    "    for item in data:\n",
    "        if pd.isna(item[7]):\n",
    "            t=str(item[8]).split(\"||\")\n",
    "            for i in t:\n",
    "                if i.startswith(\"品牌:\"):\n",
    "                    item[7]=i[3:]\n",
    "            \n",
    "    data=pd.DataFrame(data,columns=['date_time','id','shop_name','title','price','sold','discount','brand','parameter'])\n",
    "    return data\n",
    "   \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dda92c51",
   "metadata": {},
   "source": [
    "# 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "a53a4053",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_time</th>\n",
       "      <th>id</th>\n",
       "      <th>shop_name</th>\n",
       "      <th>title</th>\n",
       "      <th>sku_name</th>\n",
       "      <th>price</th>\n",
       "      <th>sold</th>\n",
       "      <th>discount</th>\n",
       "      <th>brand</th>\n",
       "      <th>parameter</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>3985971101463</td>\n",
       "      <td>宜度海外专营店</td>\n",
       "      <td>特价处理！超低价19.9元起！含维生素ABCDE B族B12 维生素锌硒片</td>\n",
       "      <td>维生素e 300粒--买3送1</td>\n",
       "      <td>60.900000</td>\n",
       "      <td>19</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>厂名:Puritan's Pride||品牌:Puritan‘s Pride/普丽普莱||生...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>4224064440294</td>\n",
       "      <td>天猫国际进口超市</td>\n",
       "      <td>FANCL男40岁综合营养包30包/袋*2复合多种维生素日本芳珂fancl</td>\n",
       "      <td>(【直营】日本FANCL/芳珂 40岁男性综合维生素营养 30袋（30天量）)*2</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>71</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>品牌:FANCL||系列:综合营养包||生产企业:FANCL株式会社</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-12-01</td>\n",
       "      <td>3437759489038</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>民生21金维他多维元素片30片儿童男女成人补充维生素矿物质缺乏</td>\n",
       "      <td>国民大牌| 补充21种维矿</td>\n",
       "      <td>22.416667</td>\n",
       "      <td>366</td>\n",
       "      <td>9.5折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品名称:21金维他 多维元素片（21） 30片*1瓶/盒||药品通用名:多维元素片（21）...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-12-01</td>\n",
       "      <td>576002931540</td>\n",
       "      <td>天猫国际进口超市</td>\n",
       "      <td>【直营】美国进口安利简装倍立健多种复合维生素矿物质营养186片</td>\n",
       "      <td>NaN</td>\n",
       "      <td>452.250000</td>\n",
       "      <td>28</td>\n",
       "      <td>9.5折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>厂名:Amway Dominican Republic LLC||生产企业:Amway||系...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>4363644898037</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>买2送礼】elevit/爱乐维复合维生素片140粒维生素缺乏症贫血官方</td>\n",
       "      <td>爱乐维玛咖锌淫羊藿胶囊140粒+爱乐维 复合维生素片30片/盒</td>\n",
       "      <td>371.666667</td>\n",
       "      <td>32</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>品牌:elevit/爱乐维||药品名称:复合维生素片||药品通用名:复合维生素片||生产企业...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75105</th>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>3435079967513</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>恒健维生素C片VC 维C100片补充维生素C妊娠呕吐发少发黄vc片药用</td>\n",
       "      <td>标准装1盒</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>33712</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>药品名称:维生素C片||生产企业:广东恒健制药有限公司||规格:100mg*100片/片||...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75106</th>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>568442923286</td>\n",
       "      <td>阿里健康大药房海外店</td>\n",
       "      <td>日本参天维生素B12+E眼药水*12ml 滴眼液 缓解眼疲劳 眼疾预防</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>647</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>品牌:Santen/参天||药品通用名:滴眼液||生产企业:参天製薬株式会社||药品规格:1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75107</th>\n",
       "      <td>2020-03-01</td>\n",
       "      <td>534742130942</td>\n",
       "      <td>hihealth海外专营店</td>\n",
       "      <td>【3倍购买】美国GNC综合营养包30天套装 含钙片/DHA/维生素</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201.000000</td>\n",
       "      <td>41</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>系列:维生素矿物质精华(孕妇)||厂名:General Nutrition Corporat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75108</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>3733029515023</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>星鲨维生素E软胶囊100mg*60粒/盒心脑血管疾病 流产 不孕症</td>\n",
       "      <td>本品5盒 优惠装 节省2.5元</td>\n",
       "      <td>73.500000</td>\n",
       "      <td>119</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>规格:100mg*60粒/盒||生产企业:国药控股星鲨制药（厦门）有限公司||产品名称:星鲨...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75109</th>\n",
       "      <td>2020-08-01</td>\n",
       "      <td>4068429729290</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>力生 复合维生素B片100片/盒 维生素缺乏症脚气矿物质缺乏症厌食</td>\n",
       "      <td>标准装</td>\n",
       "      <td>7.400000</td>\n",
       "      <td>2974</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品名称:力生 复合维生素B片 100片/盒||生产企业:天津力生制药股份有限公司||药品通...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75110 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       date_time             id      shop_name  \\\n",
       "0     2020-11-01  3985971101463        宜度海外专营店   \n",
       "1     2020-11-01  4224064440294       天猫国际进口超市   \n",
       "2     2021-12-01  3437759489038        阿里健康大药房   \n",
       "3     2021-12-01   576002931540       天猫国际进口超市   \n",
       "4     2021-03-01  4363644898037        阿里健康大药房   \n",
       "...          ...            ...            ...   \n",
       "75105 2021-03-01  3435079967513        阿里健康大药房   \n",
       "75106 2021-10-01   568442923286     阿里健康大药房海外店   \n",
       "75107 2020-03-01   534742130942  hihealth海外专营店   \n",
       "75108 2020-04-01  3733029515023        阿里健康大药房   \n",
       "75109 2020-08-01  4068429729290        阿里健康大药房   \n",
       "\n",
       "                                       title  \\\n",
       "0      特价处理！超低价19.9元起！含维生素ABCDE B族B12 维生素锌硒片   \n",
       "1      FANCL男40岁综合营养包30包/袋*2复合多种维生素日本芳珂fancl   \n",
       "2            民生21金维他多维元素片30片儿童男女成人补充维生素矿物质缺乏   \n",
       "3            【直营】美国进口安利简装倍立健多种复合维生素矿物质营养186片   \n",
       "4        买2送礼】elevit/爱乐维复合维生素片140粒维生素缺乏症贫血官方   \n",
       "...                                      ...   \n",
       "75105    恒健维生素C片VC 维C100片补充维生素C妊娠呕吐发少发黄vc片药用   \n",
       "75106    日本参天维生素B12+E眼药水*12ml 滴眼液 缓解眼疲劳 眼疾预防   \n",
       "75107      【3倍购买】美国GNC综合营养包30天套装 含钙片/DHA/维生素   \n",
       "75108      星鲨维生素E软胶囊100mg*60粒/盒心脑血管疾病 流产 不孕症   \n",
       "75109      力生 复合维生素B片100片/盒 维生素缺乏症脚气矿物质缺乏症厌食   \n",
       "\n",
       "                                        sku_name       price   sold discount  \\\n",
       "0                                维生素e 300粒--买3送1   60.900000     19       9折   \n",
       "1      (【直营】日本FANCL/芳珂 40岁男性综合维生素营养 30袋（30天量）)*2  500.000000     71       9折   \n",
       "2                                  国民大牌| 补充21种维矿   22.416667    366     9.5折   \n",
       "3                                            NaN  452.250000     28     9.5折   \n",
       "4                爱乐维玛咖锌淫羊藿胶囊140粒+爱乐维 复合维生素片30片/盒  371.666667     32       9折   \n",
       "...                                          ...         ...    ...      ...   \n",
       "75105                                      标准装1盒    6.000000  33712       9折   \n",
       "75106                                        NaN   60.000000    647       9折   \n",
       "75107                                        NaN  201.000000     41       9折   \n",
       "75108                            本品5盒 优惠装 节省2.5元   73.500000    119       9折   \n",
       "75109                                        标准装    7.400000   2974       9折   \n",
       "\n",
       "      brand                                          parameter  \n",
       "0       NaN  厂名:Puritan's Pride||品牌:Puritan‘s Pride/普丽普莱||生...  \n",
       "1       NaN                 品牌:FANCL||系列:综合营养包||生产企业:FANCL株式会社  \n",
       "2       NaN  产品名称:21金维他 多维元素片（21） 30片*1瓶/盒||药品通用名:多维元素片（21）...  \n",
       "3       NaN  厂名:Amway Dominican Republic LLC||生产企业:Amway||系...  \n",
       "4       NaN  品牌:elevit/爱乐维||药品名称:复合维生素片||药品通用名:复合维生素片||生产企业...  \n",
       "...     ...                                                ...  \n",
       "75105   NaN  药品名称:维生素C片||生产企业:广东恒健制药有限公司||规格:100mg*100片/片||...  \n",
       "75106   NaN  品牌:Santen/参天||药品通用名:滴眼液||生产企业:参天製薬株式会社||药品规格:1...  \n",
       "75107   NaN  系列:维生素矿物质精华(孕妇)||厂名:General Nutrition Corporat...  \n",
       "75108   NaN  规格:100mg*60粒/盒||生产企业:国药控股星鲨制药（厦门）有限公司||产品名称:星鲨...  \n",
       "75109   NaN  产品名称:力生 复合维生素B片 100片/盒||生产企业:天津力生制药股份有限公司||药品通...  \n",
       "\n",
       "[75110 rows x 10 columns]"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "data=pd.read_excel(\"data/data.xlsx\")\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3405622a",
   "metadata": {},
   "source": [
    "# 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "34f30b62",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empty DataFrame\n",
      "Columns: [date_time, id, shop_name, title, sku_name, price, sold, discount, brand, parameter]\n",
      "Index: []\n",
      "Empty DataFrame\n",
      "Columns: [date_time, id, shop_name, title, sku_name, price, sold, discount, brand, parameter]\n",
      "Index: []\n",
      "Empty DataFrame\n",
      "Columns: [date_time, id, shop_name, title, sku_name, price, sold, discount, brand, parameter]\n",
      "Index: []\n",
      "Empty DataFrame\n",
      "Columns: [date_time, id, shop_name, title, sku_name, price, sold, discount, brand, parameter]\n",
      "Index: []\n",
      "Empty DataFrame\n",
      "Columns: [date_time, id, shop_name, title, sku_name, price, sold, discount, brand, parameter]\n",
      "Index: []\n",
      "Empty DataFrame\n",
      "Columns: [date_time, id, shop_name, title, sku_name, price, sold, discount, brand, parameter]\n",
      "Index: []\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#判断是否存在空值或nan\n",
    "print(data[data[\"date_time\"].isnull()])\n",
    "print(data[data[\"id\"].isnull()])\n",
    "print(data[data[\"shop_name\"].isnull()])\n",
    "print(data[data[\"title\"].isnull()])\n",
    "print(data[data[\"price\"].isnull()])\n",
    "print(data[data[\"sold\"].isnull()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "id": "05110b08",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2552\n"
     ]
    }
   ],
   "source": [
    "#sku_name存在四万多项异常值，数量超过百分之五十，选择删除该列\n",
    "print(len(data[data[\"parameter\"].isnull()]))  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "id": "7b694fe9",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.drop(columns=['sku_name']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "id": "e4b1d52c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#将parameter中的品牌字段提取到brand\n",
    "data=cut_brand(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "id": "07957936",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_time</th>\n",
       "      <th>id</th>\n",
       "      <th>shop_name</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sold</th>\n",
       "      <th>discount</th>\n",
       "      <th>brand</th>\n",
       "      <th>parameter</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>522990202318</td>\n",
       "      <td>天猫超市</td>\n",
       "      <td>1件9折2件8折】善存R佳维复合维生素1.33g*150片成人男女矿物质片</td>\n",
       "      <td>146.0</td>\n",
       "      <td>13</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>591523333138</td>\n",
       "      <td>天猫超市</td>\n",
       "      <td>汤臣倍健R多种复合维生素矿物质片(男士型) 1.5g/片*60片*2瓶套餐</td>\n",
       "      <td>257.0</td>\n",
       "      <td>10</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>4290856936816</td>\n",
       "      <td>LuckyVitamin海外旗舰店</td>\n",
       "      <td>Super Nutrition-女性混合多种维生素铁 - 180粒素食片</td>\n",
       "      <td>297.0</td>\n",
       "      <td>1</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>4396319435590</td>\n",
       "      <td>天猫国际进口超市</td>\n",
       "      <td>【直营】6瓶*德国Altapharma维生素矿物质泡腾片20片/瓶芒果味</td>\n",
       "      <td>70.0</td>\n",
       "      <td>26</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>2020-02-01</td>\n",
       "      <td>536421464640</td>\n",
       "      <td>天猫超市</td>\n",
       "      <td>汤臣倍健R多种复合维生素矿物质片（老年人型） 1.5g/片*60片</td>\n",
       "      <td>169.0</td>\n",
       "      <td>40</td>\n",
       "      <td>9.5折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74607</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>4383340374363</td>\n",
       "      <td>LuckyVitamin海外旗舰店</td>\n",
       "      <td>A.C. Grace - 天然维生素 E排毒 养颜抗氧化 - 120 胶囊</td>\n",
       "      <td>512.0</td>\n",
       "      <td>1</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74608</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>4283548285287</td>\n",
       "      <td>thejamy保健海外专营店</td>\n",
       "      <td>美国Vitafusion男士多维复合维生素矿物质软糖均衡营养150粒*2瓶</td>\n",
       "      <td>221.0</td>\n",
       "      <td>7</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74673</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>4342477575710</td>\n",
       "      <td>hihealth海外专营店</td>\n",
       "      <td>2瓶jamieson健美生维生素B+C复合片100片维B族维生素C双效同补</td>\n",
       "      <td>201.0</td>\n",
       "      <td>3</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74813</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>4212264345285</td>\n",
       "      <td>skyshop海外专营店</td>\n",
       "      <td>加拿大jamieson健美生天然维生素c咀嚼片vc精华120片美白淡斑2瓶</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75064</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>589272885704</td>\n",
       "      <td>天猫超市</td>\n",
       "      <td>汤臣倍健男士多种维生素矿物质60片+B族维生素30片*2瓶Va复合abc</td>\n",
       "      <td>129.0</td>\n",
       "      <td>65</td>\n",
       "      <td>9折</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1653 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       date_time             id          shop_name  \\\n",
       "145   2020-11-01   522990202318               天猫超市   \n",
       "150   2020-11-01   591523333138               天猫超市   \n",
       "664   2020-11-01  4290856936816  LuckyVitamin海外旗舰店   \n",
       "732   2020-11-01  4396319435590           天猫国际进口超市   \n",
       "1337  2020-02-01   536421464640               天猫超市   \n",
       "...          ...            ...                ...   \n",
       "74607 2020-11-01  4383340374363  LuckyVitamin海外旗舰店   \n",
       "74608 2020-11-01  4283548285287     thejamy保健海外专营店   \n",
       "74673 2020-11-01  4342477575710      hihealth海外专营店   \n",
       "74813 2020-11-01  4212264345285       skyshop海外专营店   \n",
       "75064 2020-11-01   589272885704               天猫超市   \n",
       "\n",
       "                                       title  price sold discount brand  \\\n",
       "145    1件9折2件8折】善存R佳维复合维生素1.33g*150片成人男女矿物质片  146.0   13       9折   NaN   \n",
       "150    汤臣倍健R多种复合维生素矿物质片(男士型) 1.5g/片*60片*2瓶套餐  257.0   10       9折   NaN   \n",
       "664     Super Nutrition-女性混合多种维生素铁 - 180粒素食片  297.0    1       9折   NaN   \n",
       "732     【直营】6瓶*德国Altapharma维生素矿物质泡腾片20片/瓶芒果味   70.0   26       9折   NaN   \n",
       "1337       汤臣倍健R多种复合维生素矿物质片（老年人型） 1.5g/片*60片  169.0   40     9.5折   NaN   \n",
       "...                                      ...    ...  ...      ...   ...   \n",
       "74607  A.C. Grace - 天然维生素 E排毒 养颜抗氧化 - 120 胶囊  512.0    1       9折   NaN   \n",
       "74608  美国Vitafusion男士多维复合维生素矿物质软糖均衡营养150粒*2瓶  221.0    7       9折   NaN   \n",
       "74673  2瓶jamieson健美生维生素B+C复合片100片维B族维生素C双效同补  201.0    3       9折   NaN   \n",
       "74813  加拿大jamieson健美生天然维生素c咀嚼片vc精华120片美白淡斑2瓶  150.0    1       9折   NaN   \n",
       "75064   汤臣倍健男士多种维生素矿物质60片+B族维生素30片*2瓶Va复合abc  129.0   65       9折   NaN   \n",
       "\n",
       "      parameter  \n",
       "145         NaN  \n",
       "150         NaN  \n",
       "664         NaN  \n",
       "732         NaN  \n",
       "1337        NaN  \n",
       "...         ...  \n",
       "74607       NaN  \n",
       "74608       NaN  \n",
       "74673       NaN  \n",
       "74813       NaN  \n",
       "75064       NaN  \n",
       "\n",
       "[1653 rows x 9 columns]"
      ]
     },
     "execution_count": 293,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data[\"brand\"].isnull()]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "id": "9c487d6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#处理discount,将“折“去掉并转换成占比方便计算”,将nan改为1\n",
    "data=cut_discount(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "b4ba9921",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>date_time</th>\n",
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       "  <tbody>\n",
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       "      <td>特价处理！超低价19.9元起！含维生素ABCDE B族B12 维生素锌硒片</td>\n",
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       "      <td>民生21金维他多维元素片30片儿童男女成人补充维生素矿物质缺乏</td>\n",
       "      <td>22.416667</td>\n",
       "      <td>366</td>\n",
       "      <td>0.95</td>\n",
       "      <td>21金维他</td>\n",
       "      <td>产品名称:21金维他 多维元素片（21） 30片*1瓶/盒||药品通用名:多维元素片（21）...</td>\n",
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       "      <th>3</th>\n",
       "      <td>2021-12-01</td>\n",
       "      <td>576002931540</td>\n",
       "      <td>天猫国际进口超市</td>\n",
       "      <td>【直营】美国进口安利简装倍立健多种复合维生素矿物质营养186片</td>\n",
       "      <td>452.25</td>\n",
       "      <td>28</td>\n",
       "      <td>0.95</td>\n",
       "      <td>AMWAY/安利</td>\n",
       "      <td>厂名:Amway Dominican Republic LLC||生产企业:Amway||系...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>4363644898037</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>买2送礼】elevit/爱乐维复合维生素片140粒维生素缺乏症贫血官方</td>\n",
       "      <td>371.666667</td>\n",
       "      <td>32</td>\n",
       "      <td>0.9</td>\n",
       "      <td>elevit/爱乐维</td>\n",
       "      <td>品牌:elevit/爱乐维||药品名称:复合维生素片||药品通用名:复合维生素片||生产企业...</td>\n",
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       "      <td>...</td>\n",
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       "      <th>75105</th>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>3435079967513</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>恒健维生素C片VC 维C100片补充维生素C妊娠呕吐发少发黄vc片药用</td>\n",
       "      <td>6.0</td>\n",
       "      <td>33712</td>\n",
       "      <td>0.9</td>\n",
       "      <td>恒健</td>\n",
       "      <td>药品名称:维生素C片||生产企业:广东恒健制药有限公司||规格:100mg*100片/片||...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75106</th>\n",
       "      <td>2021-10-01</td>\n",
       "      <td>568442923286</td>\n",
       "      <td>阿里健康大药房海外店</td>\n",
       "      <td>日本参天维生素B12+E眼药水*12ml 滴眼液 缓解眼疲劳 眼疾预防</td>\n",
       "      <td>60.0</td>\n",
       "      <td>647</td>\n",
       "      <td>0.9</td>\n",
       "      <td>参天</td>\n",
       "      <td>品牌:Santen/参天||药品通用名:滴眼液||生产企业:参天製薬株式会社||药品规格:1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75107</th>\n",
       "      <td>2020-03-01</td>\n",
       "      <td>534742130942</td>\n",
       "      <td>hihealth海外专营店</td>\n",
       "      <td>【3倍购买】美国GNC综合营养包30天套装 含钙片/DHA/维生素</td>\n",
       "      <td>201.0</td>\n",
       "      <td>41</td>\n",
       "      <td>0.9</td>\n",
       "      <td>GNC/健安喜</td>\n",
       "      <td>系列:维生素矿物质精华(孕妇)||厂名:General Nutrition Corporat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75108</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>3733029515023</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>星鲨维生素E软胶囊100mg*60粒/盒心脑血管疾病 流产 不孕症</td>\n",
       "      <td>73.5</td>\n",
       "      <td>119</td>\n",
       "      <td>0.9</td>\n",
       "      <td>星鲨</td>\n",
       "      <td>规格:100mg*60粒/盒||生产企业:国药控股星鲨制药（厦门）有限公司||产品名称:星鲨...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75109</th>\n",
       "      <td>2020-08-01</td>\n",
       "      <td>4068429729290</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>力生 复合维生素B片100片/盒 维生素缺乏症脚气矿物质缺乏症厌食</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2974</td>\n",
       "      <td>0.9</td>\n",
       "      <td>力生</td>\n",
       "      <td>产品名称:力生 复合维生素B片 100片/盒||生产企业:天津力生制药股份有限公司||药品通...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75110 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       date_time             id      shop_name  \\\n",
       "0     2020-11-01  3985971101463        宜度海外专营店   \n",
       "1     2020-11-01  4224064440294       天猫国际进口超市   \n",
       "2     2021-12-01  3437759489038        阿里健康大药房   \n",
       "3     2021-12-01   576002931540       天猫国际进口超市   \n",
       "4     2021-03-01  4363644898037        阿里健康大药房   \n",
       "...          ...            ...            ...   \n",
       "75105 2021-03-01  3435079967513        阿里健康大药房   \n",
       "75106 2021-10-01   568442923286     阿里健康大药房海外店   \n",
       "75107 2020-03-01   534742130942  hihealth海外专营店   \n",
       "75108 2020-04-01  3733029515023        阿里健康大药房   \n",
       "75109 2020-08-01  4068429729290        阿里健康大药房   \n",
       "\n",
       "                                       title       price   sold discount  \\\n",
       "0      特价处理！超低价19.9元起！含维生素ABCDE B族B12 维生素锌硒片        60.9     19      0.9   \n",
       "1      FANCL男40岁综合营养包30包/袋*2复合多种维生素日本芳珂fancl       500.0     71      0.9   \n",
       "2            民生21金维他多维元素片30片儿童男女成人补充维生素矿物质缺乏   22.416667    366     0.95   \n",
       "3            【直营】美国进口安利简装倍立健多种复合维生素矿物质营养186片      452.25     28     0.95   \n",
       "4        买2送礼】elevit/爱乐维复合维生素片140粒维生素缺乏症贫血官方  371.666667     32      0.9   \n",
       "...                                      ...         ...    ...      ...   \n",
       "75105    恒健维生素C片VC 维C100片补充维生素C妊娠呕吐发少发黄vc片药用         6.0  33712      0.9   \n",
       "75106    日本参天维生素B12+E眼药水*12ml 滴眼液 缓解眼疲劳 眼疾预防        60.0    647      0.9   \n",
       "75107      【3倍购买】美国GNC综合营养包30天套装 含钙片/DHA/维生素       201.0     41      0.9   \n",
       "75108      星鲨维生素E软胶囊100mg*60粒/盒心脑血管疾病 流产 不孕症        73.5    119      0.9   \n",
       "75109      力生 复合维生素B片100片/盒 维生素缺乏症脚气矿物质缺乏症厌食         7.4   2974      0.9   \n",
       "\n",
       "                      brand                                          parameter  \n",
       "0      Puritan‘s Pride/普丽普莱  厂名:Puritan's Pride||品牌:Puritan‘s Pride/普丽普莱||生...  \n",
       "1                     FANCL                 品牌:FANCL||系列:综合营养包||生产企业:FANCL株式会社  \n",
       "2                     21金维他  产品名称:21金维他 多维元素片（21） 30片*1瓶/盒||药品通用名:多维元素片（21）...  \n",
       "3                  AMWAY/安利  厂名:Amway Dominican Republic LLC||生产企业:Amway||系...  \n",
       "4                elevit/爱乐维  品牌:elevit/爱乐维||药品名称:复合维生素片||药品通用名:复合维生素片||生产企业...  \n",
       "...                     ...                                                ...  \n",
       "75105                    恒健  药品名称:维生素C片||生产企业:广东恒健制药有限公司||规格:100mg*100片/片||...  \n",
       "75106                    参天  品牌:Santen/参天||药品通用名:滴眼液||生产企业:参天製薬株式会社||药品规格:1...  \n",
       "75107               GNC/健安喜  系列:维生素矿物质精华(孕妇)||厂名:General Nutrition Corporat...  \n",
       "75108                    星鲨  规格:100mg*60粒/盒||生产企业:国药控股星鲨制药（厦门）有限公司||产品名称:星鲨...  \n",
       "75109                    力生  产品名称:力生 复合维生素B片 100片/盒||生产企业:天津力生制药股份有限公司||药品通...  \n",
       "\n",
       "[75110 rows x 9 columns]"
      ]
     },
     "execution_count": 295,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2b1d34e",
   "metadata": {},
   "source": [
    "# 第一题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "id": "388bc200",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "26\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "阿里健康大药房                  16958\n",
       "天猫国际进口超市                  7760\n",
       "康爱多大药房旗舰店                 4051\n",
       "天猫超市                      3764\n",
       "ChemistWarehouse海外旗舰店     3205\n",
       "焦作国控大药房旗舰店                3027\n",
       "阿里健康大药房海外店                2938\n",
       "nyc美林健康海外专营店              2823\n",
       "thejamy保健海外专营店            2345\n",
       "百康保健品专营店                  2224\n",
       "康恩贝官方旗舰店                  2196\n",
       "hihealth海外专营店             2196\n",
       "宜度海外专营店                   2165\n",
       "天猫国际妙颜社                   1755\n",
       "NRC营养优选海外专营店              1742\n",
       "苏宁易购官方旗舰店                 1681\n",
       "nrfs湖畔海外专营店               1559\n",
       "进口/国产保健品精品店               1525\n",
       "康寿营养品店                    1516\n",
       "百秀大药房旗舰店                  1505\n",
       "LuckyVitamin海外旗舰店         1497\n",
       "skyshop海外专营店              1435\n",
       "搬运健康馆                     1423\n",
       "美加精品                      1373\n",
       "SASA美国直邮                  1228\n",
       "同堂保健品专营店                  1219\n",
       "Name: shop_name, dtype: int64"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#店铺总数量以及各店铺数量\n",
    "print(len(data[\"shop_name\"].value_counts()))\n",
    "data[\"shop_name\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "id": "4f274c23",
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"sales\"]=data[\"sold\"]*data[\"price\"]*data[\"discount\"]#新增销售额列=销售单价乘以数量乘以折扣"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "id": "7f03dad7",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "zhanbi_situation=data.groupby(\"shop_name\").sum()[\"sales\"]/data[\"sales\"].sum()\n",
    "zonge=data.groupby(\"shop_name\").sum()\n",
    "zonge.sort_values(by=[\"sales\"],ascending=False,inplace=True)\n",
    "zhanbi_situation.sort_values(axis=0,ascending=False,inplace=True)\n",
    "zhanbi_situation=zhanbi_situation[:7]\n",
    "zonge=zonge[:7]\n",
    "zonge.sort_values(by=[\"sales\"],ascending=True,inplace=True)\n",
    "zonge=zonge[\"sales\"]\n",
    "zhanbi_situation[\"其他店铺\"]=0.039\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "id": "4c6f89a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 7 artists>"
      ]
     },
     "execution_count": 299,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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I2MOb7+EFFFvF3Veb2fHunhqAVoVE7m18eDgUeCX+fZwwq0mxeZoTgW1J+cqp/fZITNf2j8T36Rdm9mT83K94zcL62UB53zx/dqaXlZSkDyFlZEted/cOW3nMrRLTS+4GBrn7f2JZRcJbJ58poU5FLzpPuEiZ09QqIrKr2x/41MySL4g40d0ttQB7Z6i3PP7bILlv+kL4ub1IbmucQSKT1CCvToTZHIYQZpj4D/Brd59bynW8Tcg93ofwc31SfryGphSdj3l7edrd90stbJ5rOYuQCpL+kpCtUdITynHAv83s2LTyOmbWKD405KVXSgTHEFJXkg9EBxOmXvuIrVdS+yzOOJIauFkOaBe/C2OA7vHzE6Ucuzowis1vewTol+G7lT6oM2U54ftS2vfyKbYy5zray9JeEU1ixouEvxB64W+HwgGDfyE8NA0q4dgXWXgddfq0cyJlRj3IIrJLij10jQn5o7eyOTjKStuvPGFAFRTtNUy9HKRahumrksqReSaDcsAv0/I6X7HwIpOHCDmbPQi9rx8C75lZR49v3UsX82GXxTbvkWF7pmnKIAR6W+ouL60zpcS6MZXjgi0cO5PVwPFmdiBF73k5wrRm+xJ6wpPlz1HU+2RgZjUJOeXLE8VXEAZDToq9ycaWf0UoT/HBaYcSHkSOI0zBBptn1EiXTeYBdvsS5k8eQQgsofh3shxh4GE1MvdkbyIMvssrpf0VKHmGjWyK/l2NzCkWe5NIL4ozu8wgzLix0sIr3AcR0is6plJgYvuyYt79V4Qc+HXJWUFEypoCZBHZVWUT8ngvTOYbU/QNehCm3bqF0EObnFEilTbw2VacK1OAWREYlZZi0YAwWOpD4Mw4ddZ64Ndm9lfgQMJb+DCzawivLYbNU9Qlry0py8wsfTBVYt+MKRAW3uDXhNC7WlLwkpPY/wigK6GHdlOi/DDCnL7NKR7IZnIvIf0g08Cx1cDdqfSH+KBjFH9RSGHqSAzcbiX0LP+C8CAxOXHMAmBwHNCX+vufAXyQ4fy/ILyQowKbU2JSPgWucPfkAM3kvX0TmGnh5SqnUbynH8Jb/65193sTZenfydaEmT/+S9E3KibPOZjELBkleLmE8qpp5ywWK1h4ac6vSfyd4/R2f4zb2wL/IPyCcnLag91kwgDTJwjpLvOBq7bQVpH/KQXIIrJLir1Vp2UoT5+T9W5gYFqOMoSfwSGkWMwv6TwW5qot9tNxDIDuTayfEPe/y92LTe3m7r9NK6pACOJSr59OyqG4HDIHuTmUPA/tKsKb1J4mvKEtk+SMGUuADoTUkGQP7n/Y/Oa4F0s4TiF3v4/wFretYYQBeMm/wWgSPZseXpHcgPBrwfuE11QnB9ldlPi8zsx2Jwz6yzSI8EVK6DV39/dJ67l2970Sn+8GMLOJhJeHFHtgcfdiM0+4+6lp6++aWd1M35OoOiHF4tkStqferFfsl4Yo/UUqmb5PqwkPQxn/TnFQ4q+Av6f3DHuY17pNpnoiOwrL3KEgIiKlib2SVQmB1P/8P6Rx4NNGd9+0xZ1llxJ7d9ds51lCRHYpCpBFRERERBI0i4WIiIiISIICZBERERGRBAXIIiIiIiIJCpBFRERERBI0zZtICeILA/YEVpZ1W0RERHZCVYEFZTHTz4+lAFmkZHtSdG5VERER2Tb1ga/LuhHbSgGySMlWAnz11VdUq1atrNsiIiKy01ixYgUNGjSAnfRXWAXIIltQrVo1BcgiIiK7EA3SExERERFJUIAsIiIiIpKgAFlEREREJEEBsoiIiIhIggJkEREREZEEBcgiIiIiIgkKkEVEREREEhQgi4iIiIgkKEAWEREREUlQgCwiIiIikqBXTYtswUG3vEm5nEpl3QwREZGfxNz+Hcq6CTsc9SCLiIiIiCQoQBYRERERSVCALCIiIiKSoABZRERERCRBAbKIiIiISIICZBERERGRBAXIIiIiIruwG264gTPOOAOAIUOGYGbFliFDhgDw7rvvsv/++1OrVi3uu+++IscZOXIke+21F3vuuScjR44sLDezLDP7i5mtMLM1ZvaYmWXHbVXN7HEz+9bM5ppZr/T2mVklM5ttZmenlV9mZt/FbSclync3s3+Y2WozW2Bm123rPdE8yCIiIiK7qA0L5/DwCw8zZcoUALp27UrHjh0Lt69atYoWLVrQunVrFi1axJlnnknv3r3p0qULnTt3pkWLFpx44olMmzaN888/n4ceeoijjjqqyDGAG4EWQCugAvAWMBF4DPgLUC9uawS8aGZr3P2JRP2+wEx3fzFVYGanAPcAnYFFwLNm1tLdlwB3AZOB3wD7x2N+6u7vbO19UQ+yiIiIyC7IvYAlo//M1Vdfzd577w1AhQoVyMvLK1yefvppOnXqRJMmTRg6dCh77rknffr0oWnTptx888088USIYx9//HFOPPFEevTowcEHH8xFF12UPFUtoKu7T3f3ycAbQAszywF+BVzr7nPdfRzwBPDLVEUzOwS4DEjvWe4JPOXuo9z9I2AU0CluOxJ40t2/iUHxJ8A+23JvFCDLNjOzFma2f1m3ozRmVt/MLizrdoiIiOyoVk16g42L59KoUSNeeeUVNmzYUGT7unXruP/++/nDH/4AwJQpUzjxxBMxMwCOPPJIPv3008JtJ51UmOXA4YcfXvjZ3a9299mJQzcD/gtUB8oDXya25ccFCyd6FPgIODoGyymHAMke4YlA6qSfAT3NrIqZHUsImMdt5W0BFCCXKTN7P+bcfGtmi2N+zjcxBye5fG9mC83smFhvQsyrWRaXTWa2KrG+wcwuy3C+oWZ2mJmVS5TtYWYdzey1+EWqvBVN/z1wR+IYZmY5yeNmOPdRZjbdzGqXsk924nOFeC214vrJZvZe2jmzSmljbeBxM9ttK65HRERkl1KwYS3LPhhKdvU6zJs3j4EDB3Lcccexdu3awn2GDRvGUUcdRaNGjQBYsWIFjRs3LtxerVo1FixYkHFb1apVM57XzE4EDgKeBRYDXxF7jGMMci7wj7j7eYTgdiEhqH4jkU9cDZiTOPQKYM/4+Q/Ab4GVwAfAbe7+n629N6Ac5LK2jpA70wjo4O49CT8ZFGFmc4Hj3H1+LNoIXOjuI+P2j4Eb408TmNnweOzkMfKAE4HngefNrHE8798J+UC1gdFAE6Buol4zYDowPnG46sBeZvZBXC8HVAQuBP5dwrWuB5oS8oSKicHxejNbC2xKnGdmfFLNBnLMbFncVhEYAfw61u8F9E47bDYw1cySj8Q3uPvzJbRRRERkl7DmPx/hG9dTu8sd9OvXlU2bNnHwwQfzzDPPFKZHPPLII/Tt27ewTnZ2Njk5OYXrubm5rFmzJuO25OeUGAA/BvRz90Wx7HfAUDPrCBwG5BKCZ4CLgBfc/fy476vAO2b2CCFWWJ84/DqgUvx8P/A4IXe5MTDCzP7j7q9s7f1RgFy28uO/RwFjtqHehi3vQkHa+i+B/7j7K2a2ALgXWAYcTUiMv9zdzzGzWWZW3d2Xx3prgdVAGyDL3TeY2QlAf3c/bhvaXACscPf0dgHg7puALCj8SaU84Ytfx93XmVkr4Gp3P6+E41cEXnX3y0tqgJkNiccVERHZpeWvXEKFPZuRVak6EALc5s2bM3PmTABmzpzJzJkzadeuXWGdmjVrsmjR5n6ulStXUqFChYzbVq1alem0fyakU9ybKnD3f5hZQ2BfQkfdPe6+Im6uDwxJ1P8XoVOvAfA9sHtiW1VgQ+wQPA2o7u4rgaVm9iChR3mrA2SlWOwYTiIGyDE9YrGZLTGzb0vYfxPwcCoFgzAydHhi/YwMdS5JfD4FeI3Q+zoZeBJoZ2bTCF+6N9PO5fEcU81sMuGp7GAzmxyXtWbWIVXBzKqZ2X5mVs/M6phZHUIP9frUelwamdmBZlYjra1XAk8RRp6mng5PJ/yPoST5pWz7IfuJiIj8bGVV3Q3ftL5I2bx586hXrx4AI0aM4PTTT6d8+c39Si1btmT8+M0/KE+aNKlw//Rt//530R+UzexS4GSgS3pnmbuvIwTIDgxKbJpP6ABL2Svu8w3wT0InX0oL4GvA4rJHYlsdYifc1lKAXPb2JDwhzY3r6+P6gZTcU1weuNTdG7l7I2AS0Dmx/ncSf9vY49swfs4GuhKC4MGEnuErCMnrxwHfuHurxLkKCEFyI8JPFf2BYcCC+Lk/IYfoGDNL9Si3JjzlTQe+iMvLhNSNLxLL1Nj2kxNtrQpcF4/biJDKUYnwM0t9M7s9Ln3T7kkB0MXMpqUt/0l9Bo4g9IhnFPOoq6UWwtOoiIjIz07FJi3ZuPgrVk56nfnz5/PAAw8wZcoUzjrrLABGjx7NCSecUKTOmWeeyYcffsjbb7/Nxo0bGTBgAKeccgoAZ599NsOHD2fq1KmsWrWKRx55pLBezDu+j5CKuTqOeaqY2F6OEGP0cfc1iVM+B1xnZkeaWVPgAeANd18KjAQujZ1xtYHfAW/GbZ8ROhLPM7MbCXHOVvceg1IsdgQLCMno1xEGviWfqjKmIxDyc/4ac3Ag5OqOMrONcb0q8H5i/8MIcwKeBRxLyMf5ELiK0LOcS3i6ehWYlnau8oRAvQKQQ3hyq0AIwHPjPha3ZQO4+2tszgMKO5h1B/4KHOzuX2W6KDOrQBitOpiQtP8m0J3wP6hvgAlx1xzCl71vono28FwyxcLM+sXznRXXDcg1s/LuvpHibgJuydQ2ERGRn5OsitXY49y+LB37BPvu+yR169ZlxIgRNGjQgLVr1zJhwgQeffTRInVq1arFwIEDOe2006hSpQp5eXmFLxA55JBDuPLKKzniiCPIzc0tnDYuuoLw/93/SJS9C5wQP/+G8AvvkLRmPk6YIu4FQjrF+4RAGEJn4LmE2TAg/BL/Uvx8HiGd47F43IcJ08dtNXP3bdlftiMzG03oKf2KMEdfA8LPCXWAPOBjd2+UYZBe+nGKDNIrYZ9GhC9eO0KA+wghtaISsB9wJnArISD+OD6BpeYfHEnI3fkzYYBgVcKk3l/Ewx8InBMD45LO/xIh1/kpd7+phH06Ai8CnxN60QcA7xFyko6LcydiZrsDn7p7w0TdPoRBestiUd34OdljbPHar3b34RnOn0P4H3BKVWB+g6tGUC6nUvruIiIiPwtz+3fY8k4Jc+bM4YsvvqB169ZUqVKlyLbp06fz9ddf06JFC3bffXcIucArMh5oOzCzlkBl4F3fjkGtepB3AO4+y8wWEfJnDJhB6KHN+Ic2s7rAEnfPmIJhZrlAxVSQm+aPhOlSDgBmEfKRa7K5FzmLEESmNCLk9NQErnT3cTFlYwzwN3e/3cx+RQhqM4ozYbQl9F6PM7Mh7j4jw66j4nmOAy4H7iQE4lcDB5rZIe7+VGxreqrEHsAd7j4gnnMGcIm7jy2pXencfT2JEbFx9gwRERFJaNy4cZEp3ZIOOOAADjjgAFas+Mli4iLc/Z8/xXEVIJe9vczs/wi5yLMJf5NmhB7kSek7x7l/ZwFrzSwVQKenWGQTcn67Zzjf88DbwJJ4nhsIQXENwqsgyxGC9CFx/9aEgXzfA0/HXJ5LgU+BM2N+8ClAkfejJ9qbTfiJY5C7TzWz/sCTZnZCeoDv7h5TMf4U2/8iMNrdHzWzI4HXzOw1QoBcdGRBuJaxiXPWB14xs/RBeSe7+8RMbRUREREBBcg7gsqEntV27v51am4/d//WzOqn7+zu+RTP791iikWi/vQ4E4URAsqDCakPl8Zp3rKI34sY/HYlzHYxgTA4rw/wNCGf+XzC/Mj3ufvc9HPFlIUhhLSNW2PxfYSAeoSZdY4jV5Mqsvkd6v8lTgLu7hPjvakb214YXMd5FVsBF8SiM4E57n5QYp9yhOnqirVTREREJEmzWJSt8sB0dz/N3ccDuHvvOCcwQMU4anM3YJWZlTezGmZWNY4ArWJmVYgv6kiWxX2S06el5hhuSggm6xJ6aQ8kBJzE8+cDqYSiu4DvCHnAEwhpGT0Iebrr3X0WcAzQNU731jl1HAtv/ZtAeFtOx9Q1xeOfR3gn+vsx/SJVJ5vQwz2R0CPcl/C+9lTb+rj7VMI0L8kUix7Av9x9oYVXYA8m9IwnHQKsdPeFGf8SIiIiIpEC5LJV/DUzRbUn9PI+6u7LCO8Y/57wNrpvE8sBhBGe36YtyRSNqmxOnbiYMOXZy8DA+O8vzWy5ma0j9BRDmBLld3HGh67u3onwmunzCLNN4O4zY7seSZ3PzJ4izJIxDTjG3b9LXpS7LyG81W8lYW7lNnFTLWAKoZe6BjCc0EtNPO7uMbf4OUIgnUo56QE8YGYXEHq0b08NGDSzk8zsS8KrJl/cwv0WERER0SwWO5MYDFqih/mHHKOkKc5SPbjZQH5J+2zlOQ4CGrj7G1vYrxzQyd1fTJRVjW++KalOc0L6xMpEWZ67LzOzWsAh7j4msS2b8KbCeSXNAlLKuaoByzWLhYiI/Jxt6ywWW2PFihVUr14dfuJZLH4qykHeicT0hB97jBID3xh4/+DgO3GcaRSfTznTfgWk9eqWFhzH7f/OULYs/ruYtFd2x2v6cIuNFhEREYmUYiEiIiIikqAAWUREREQkQQGyiIiIiEiCAmQRERERkQQFyCIiIiIiCQqQRUREREQSFCCLiIiIiCQoQBYRERERSdCb9ERKkHqT3vLly6lWrVpZN0dERGSnsbO/SU89yCIiIiIiCQqQRUREREQSFCCLiIiIiCQoQBYRERERSVCALCIiIiKSoABZRERERCRBAbKIiIiISEJ2WTdAZEd30C1vUi6nUlk3Q0Siuf07lHUTRORnTj3IIiIiIiIJCpBFRERERBIUIIuIiIiIJChAFhERERFJUIAsIiI7pWXLljFhwgSWLl1a1k35QWbOnMmkSZPIz88v66aISBoFyCIistN54YUXaNSoET169KB+/fq88MILxfZp3749Q4YMAaBv376YWbFl3LhxAIwcOZK99tqLPffck+eee67wGPn5+fTs2ZNq1apRqVIlfv/737Np06Yi51mzZg177703L7744lbVKygo4Nxzz+X444+nY8eOHHTQQSxcuLDIMUeOHMmJJ564PW6ViPwACpBFRGSnsnz5ci699FLee+89pk6dykMPPcR1111XZJ+hQ4fy5ptvFq7feOONLF26tHCZPHkyu+++Oy1atGDatGmcf/759OnThzfffJObb76ZGTNmANC/f38mTZrExx9/zEcffcSoUaN48skni5yrb9++7LPPPpx99tmFZaXVe/rpp/n222+ZN28ec+bMYc899+Thhx8urPvmm29y4YUX4u7b/d6JyNbRPMgiIrJTWbFiBYMGDaJ58+YAHHbYYSxZsqRw+/fff0/v3r1p1qxZYVlubi65ubmF69dffz1XXXUV1atX55ZbbuHEE0+kR48eAFx++eU888wz3H777SxevJhhw4ax9957A3DqqacyadKkwuNMmTKFhx56iH/9619F2lhavdq1a/Pggw9Svnx5AA455JDC9s+cOZPLL7+cyy67jIkTJ26fGyYi20w9yNuJmVUys/KlbK9gZrklbZeSmVmumW3Td9XMDvqp2iMiZatBgwacf/75AGzcuJGBAwfSqVOnwu29e/emU6dOtGrVKmP9BQsW8PLLL3PFFVcAIcg96aSTCrcfeeSRfPrppwAMHDiwMMgFmDFjBk2bNgXA3bnooos45phjGD9+PFOmTCncr7R6p556KoceeigAc+fO5YUXXqBjx44A7Lbbbvzzn//kgAMO+EH3RkS2DwXI289HwAYz80wLsB54NrWzmXU3sz0t+LuZ7W1mTc1sXtxeKdYtElSb2Swzm2lm07awrDGz9rHOiWaWb2aLzWyFmS2NQefXZjY3scwzs2/Tzne9mR2VVvapmbWOnzeZWf3teSPNrK2ZfZIoeg742swKYjsXmNmCUurvCbxrZqduz3aJyI5lypQp1KlTh9GjR/PAAw8AMHbsWMaMGcOAAQNKrPfII4/QpUsXqlSpAoQe6caNGxdur1atGgsWFP9PzNixY5k2bRoXXHABAM8//zwTJ05kjz32YMaMGZx66qncfffdW6yXcvPNN7PvvvvSoUMHfvGLXwBQo0YN8vLytu1GiMh2pxSL7acNsBEoiOsDgSXA7XE9B0gmlFUA/gG8CRiwAKgT98Pd15jZendfZ2Y5wAYPCWkbgQvcPRlAFmNmHwMb4up64Ct3b2RmNwGHxePuC6yJx8XMDEh/p3I+cB9wbKodQBawLnHs9bH3vMDdf/BwbDPLJjy0rQfWxXVz905m1gp43N0PigH7E7FOFlAjtmsj4R5/D1wFHG9mYxOnKE+47yvdfQMislNr3rw5b731FldffTU9evTg2Wef5eKLL+Yvf/kLVatWzVgnPz+fxx57jDFjxhSWZWdnk5OTU7iem5vLmjVritRbvXo1v//977nlllvYfffdAXj00Uc599xzGTp0KACnn346J510Epdccknh+TPVS7n++uvZb7/9uOyyy+jQoQNnnHHGj78pIrJdKEDeTtx9eXLdzPKBTe6eCiTXpe0/2MxOB84B2gMz46bdzWxu/JwTP5cHWgALCUEgZvY8cCKwBqgOLCcErtWBprF+KlhPBoPtgGGxDavT2uRAkTJgMHC4mVUmBPzE9rwVr7EiMJsQ2J8LjIrt6wP8H7CKzAyoCVR199Q+vwEeiu3Oidf0JHA5cCqhlx5CEJ+q0xSYHu/LJjY/hFSI5+iVOGd5wnf+ZGAMIrJTMzMOP/xwnnrqKZo0aULv3r1p2bIlHTp0KLHO2LFj2W233YqkMNSsWZNFixYVrq9cuZIKFSoUqXf55ZfTsGFDevfuXVg2f/58unXrVrh+2GGHsWHDBr766qvC42eql1KlShW6du3KjBkz+Otf/6oAWWQHogB5O4i9p5t8C0OOY29nNiGYuwVoBFQG5rh7fTPbG5gYe3pzgFXu3ijtMPkA7n5e4rjr3L1G2rkynb8ycCxwoZlVAta5e0HaPllABXdfG9M7NgC/dvd8M6vq7htj0P4Ld59lZsuAfdx9cdrp1gMj3f0CMjCzWsCiuB/xmv4K/DX2Fvd39xPivg2BK4BT4q41Cb3EuPsXZEgVMrPbgfru3i3T+UVk5/Xuu+/y6quvFqYzVKhQATPj9ddfZ9GiRYUpCmvWrGHEiBFMnDixcJaIESNGcNZZZxU5XsuWLRk/fjy/+93vAJg0aRL16tUr3P7www/z1ltv8a9//Yty5Tb/56Z+/fqsXbu2cH3evHmYGXXr1i213g033ED79u0Lp3GrUKECWVlZ2+v2iMh2oAB5+3gD+EUJQektaUVTgN6EQLU18DfgcOADYCUwKO5XAPQys3LpQeyP0IYQjH9lZt8QeqgLgCqEwHstIdicARwN3AX8AmhgZnlxH4CqhOA2eZ3lCOkQqX22KoXB3TcmjvE3oBWhF3i3mGdshN7i59x9YtznJOCibbpyEfnZ2HfffXn00Udp2rQpp556Kn/84x85+eSTeeyxx4rMUXzttdfSqlWrIr28o0ePLpwbOeXss8/m2GOP5corr6Rx48Y88MADhfnCY8eO5ZprruHVV1+lcuXKrFq1iqysLCpWrEiXLl246667aNGiBTVq1OCKK67g1FNPpUaNGqXWa9CgARdffDHDhg0jKyuLwYMHZ8xdFpGyowB5+zibENSlAlkD/ktIqziEzYGlAVnuvszM3nF3N7MNwN5mdgQwAFhjZn+M+68DHjCz29391uQJzexa4EZC8JhKxcglBMBHl9DOSUCeme3j7nUTxxoCTHP3e5I7u/uVZrYfIVf6GOCd2N4qwJfxgaA6MI+Q0vAIRVMatom7d0y0aRXQ0N03mdnRQEMzOweYALzO5nSP1P5vEYL5VC9+uVie6sE24BN3LzLgMO0YOcQc8ChzEqOIlKm6desycuRIrrrqKq699lpOOeUUnn766WI5vlWqVKFWrVrUqlULgFmzZrFgwQKOPPLIIvsdcsghXHnllRxxxBHk5ubStGlTLr30UgAeeOAB1q9fT7t27Qr3b9OmDePGjaNHjx4sXryYc889l0WLFtG6dWueeOKJLda77LLL+PLLL2nfvj05OTlce+21nHfeeYjIjsM0Efn2Z2YnE3JpVwF3u/uwEvbrReil7UvoPT7K3buZWV8g191vTA9ezWwy0CM5SM/M1gG1gJuAO9x9dRykd6O7j4vB98iYunEPUM3dLzKzywg92H8CpgGfA9+lHXs/YHQq1SMOkBvq7vvE9WVkSLEws6uAI7aUYuHuliirTxh81xn4ipBKUQ6oB0wF3om7ViPkLrdI1H0FeMfdB8X1IikWZtYDuNDdW2dqT9ynLyH1pYgGV42gXE762EURKStz+5ecY/xjTJ8+na+//po2bdoUy0EWkW2zYsUKqlevDlDd3VeUdXu2laZ5285iDu9twMOEwHeAme2eYb8LgN8BtwK7U3SGi20WB7ptJPRYl+bfQEsz258w00ayx7Q9cO8W6p8CfPhD27kFecCR7r40ri8CXiHkKS9099Pd/XRCPnJ6CsfWpKFsaYaNOwk94qllu05fJyI7tgMOOIB27dopOBYRBcg/gXsJwdVj7j4K+CcwPA6QA8K8xMANhIB0FWH2BYCusUf2RuCq+LlrppOY2arUPMbA2vhvd+A1M/t1CXXuIOQ4vwhcCQxx99mJXW4DDrM4f3KG+nUIKRRPJYrLsf2+R02B5fEhA2A3dz+ZLQe224W7r3f3FamF0KsvIiIiuxjlIG8nZrYb8BfCNGrHJaYu6waMBSaY2Xnu/pm7jzWzY9x9pYU3vk2N+w4rIcUiKRvA3atsoT2XsTlwTQWc7wDvEqZl+zdwYLKOuy80s8cIgfLoWHw0Yeq5kwmpDx+4+zuJahUJuc/bQ0vCVGzDKRp05xJykJclrmdm0aoUHyFZVEX+R4G2iIiI7NwUIP9IZlaTkCrRG/iOkHc7K7Xd3ZdbeOvcw8BUMxtHmIFhrZmdB1xImMXieOAcMzuBkGpgZtaZkFs8LXHKEl9nnUHq71s+tuXt2ObOhPmFvzGzk4AmhNk1IKRdLIxT110D9CEE+CMJveEvmllzwpzMK4EDgE1m1gKokQieywG/inM9Z2KxLdlxIF4OcD5wCaEn+QxgkJmNB+YCBxPSKIyQFlLTzA50989KuC/lwuEtO15bM0KOtoiIiEipFCD/eFnALwkD3QZnekNbfCHHhWb2CGH+4JlmdjUh/7iPu083s3aEgXTdknVjD3LFRFF5QspGkRePZLA3aQFyoj3D4zGMMJhwOWGmCtz9K6B/PHct4ER3/2ec5u1sQg/5FUADir917xE2D6TLAUZsxTzIuYQ0k+rAe8Drcc7lFwkPD78D9gV2Y3O+9Ma4nJI45N3A14n18oT5nDfFAXoLkw8uIiIiIiXRLBZlJL6oI9/d18f1KkD5xAC10uoVe8FHWYi9zOUJDwnlCO1aX3qtnYeZVQOWaxYLkR3LTzWLhYhsPzv7LBbqQS4j7r4mbb2kVzKXWq8sxZd8bNzijiIiIiI7Ec1iISIiIiKSoABZRERERCRBAbKIiIiISIICZBERERGRBAXIIiIiIiIJCpBFRERERBIUIIuIiIiIJChAFhERERFJ0Jv0REqQepPe8uXLqVatWlk3R0REZKexs79JTz3IIiIiIiIJCpBFRERERBIUIIuIiIiIJChAFhERERFJUIAsIiIiIpKgAFlEREREJEEBsoiIiIhIQnZZN0BkR3fQLW9SLqdSWTdjhzK3f4eyboKIiMhPRj3IIiIiIiIJCpBFRERERBIUIIuIiIiIJChAFhERERFJUIAsIiIiIpKgAFlEJIPPPvuMadOmlXUzRESkDChAFpEfbPHixTRu3Ji5c+cWlk2bNo2WLVtSo0YNrrvuOty9cNuZZ56JmRUubdu23eK2vn37FilPLePGjaNbt24Zt82dO5f8/Hx69uxJtWrVqFSpEr///e/ZtGlTsWuYPXs2lSptnsZvzZo1tG7dmtNPP5127dpx7LHHsm7dup/g7omIyI5KAbKI/CCLFy/m9NNPLxIcr1+/njPOOIPDDz+cTz75hOnTpzNkyJDC7Z988glTp05l6dKlLF26lFGjRm1x24033lhYtnTpUiZPnszuu+9OixYtePjhh4tse/3112natCkNGjSgf//+TJo0iY8//piPPvqIUaNG8eSTTxa7jksuuYS1a9cWrg8YMID69esze/ZsZs+ezdKlSxk+fPj2v4EiIrLD0otCROQH6dy5M127dmXChAmFZW+88QbLly/nvvvuo1KlStxxxx1cdtlldO/ena+//hp356CDDip2rNK25ebmkpubW7h+/fXXc9VVV1G9enWAIr2/AwcOpG/fvmRlZbF48WKGDRvG3nvvDcCpp57KpEmTihz7mWeeYf78+UXK9ttvv8Ke6YoVK7LffvuxZMmSH3CHRERkZ6UeZNkqZlbJzMqXsr2CmeWWtP1HnjvLzHK2sU5tM9v9p2iPBI899hhXXHFFkbIpU6bQqlWrwqC1efPmTJ8+HYCJEyeSn59P/fr1qVy5Mp07d2bp0qVb3Ja0YMECXn755WLnBfjnP//JnDlz6Ny5MxCC5VRwDDBjxgyaNm1auL5kyRKuu+46Hn/88SLH6dy5M40aNQJg8uTJjB07ltNPP31bb4+IiOzEFCDL1voI2GBmnmkB1gPPpnY2s+5mtqcFfzezvc2sqZnNi9srxboZg2oz+8DMUlHJUcBcM1tlZt+b2VwzW2NmF5XS3t7AS2aWtV2uXopp3LhxsbIVK1YUKTczsrKyWLp0KV988QWHHHIIr732Gh9//DFz5szhpptuAih1W9IjjzxCly5dqFKlSrFtDz74ID179qRcueL/WRs7dizTpk3jggsuKCy75pprOO+88zjmmGMyXl/37t05/PDDueGGG2jWrNmWb4iIiPxsWHIAjUhJzKw6sBEoiEUDgSXA7XE9B3B3XxH3vxi4AngT2Bc4B6gDfOzudeI+69w9N/YOb3D3VMC8CRgN3AW8l9g2Gnjc3Uea2RvAE/FzNSAL2ADkx/aUB54DbgBmxbJyQAVCQ5dtxTVXA5Y3uGoE5XIqbWn3Xcrc/h0KP5sZc+bMoVGjRtxwww1s3LiR++67r3B7gwYN+Pjjj6lXr16RY7z33nucddZZLF68uNjxM21L9TCPGTOGAw44oMj+33//feFgwRo1ahTZtnr1ag455BAuvvhirrvuOgDGjBnD73//e6ZOnUrlypUxM9L/W7h06VKee+45rr/+et577z0OO+ywbbxLIiK7rhUrVqRS4aqnYoOdiXKQZau4+/LkupnlA5vcPTW8f13a/oNjD/A5QHtgZty0u5nNjZ9z4ufyQAtgITAdqE0IZI8mBL57mdka4BigR6xbCVgVPw+O59nE5gAZoDJwIpCKfLII3/nxwPHbdANkq9SsWbPY1GgrV66kQoUKxfbdY489WLJkCevXrycnJ2eL28aOHctuu+1WLDgGeOmll2jdunWx4Bjg8ssvp2HDhvTu3RuAdevWcckllzB48GAqV65c4rXUqFGDSy+9lAkTJvDMM88oQBYR2YUoxUK2yMzKm5ltxX5ZZpZjZuXMrB/QiBCkznH3+oSgdKm7NwKaEQLsRu5ez90XArj73u5eGRgDdHD3XHf/DugHvO/uqRFVNYDvY50u7l7e3Su6exV3rwLkxf0OTJXF7eXdXcHxT6Rly5aMHz++cH3OnDmsX7+emjVrct555/HBBx8Ubhs/fjy1a9cmJyen1G0pI0aM4Kyzzsp43pK2Pfzww7z11ls899xzhakXEyZMYNasWZx77rnk5eWRl5cHQF5eHh988AG//vWvmTFjRuExKlSoQFaWMnVERHYlCpBla7wBFKTlHF8G3JJWtgmYQOi1PRZoDUwFDo/HWQkMip8LgF5mVvgdNLMjzWypmc0HjgNeNLMlZjYB+C1wlZkdb2aLCDnPU7bnRcbgvlpqAapuz+PvCo4//nhWrFhROJ3aHXfcQdu2bcnKyuLggw/m6quv5oMPPuBvf/sbN910Ez179gQodVvK6NGjOeGEE4qdc+3atbz77rvFto0dO5ZrrrmGp556isqVK7Nq1SrWrl3LUUcdxezZs5k8eXLhAmFA3hFHHEHt2rXp1q0bn3/+OePGjWPkyJGcffbZ2/1eiYjIjks5yLJFMf/Y2Zx/bMB/CWkVh7A5rcGALHdfZmYW84bfIgzeqwkMANYAqYF56wipEre7+61p57wWyHP3P5pZBaArIaUiGzgYmAx85O5fx/2PAT6kaIpFVob109z9jRKusy9wS3q5cpCLKykHGeCVV16hS5cuVKxYkXLlyjFu3DgOOOAANm7cyCWXXMLzzz9P1apV6dmzJ3/4wx/Izs4udRvArFmzaNasGcuWLSs2QG/MmDGcf/75fPvtt0XKO3XqxN/+9rciZW3atGHcuHHFrieZg7x27Vouu+wyXnzxRXbffXduu+02unTp8iPvmIjIrmVnz0FWgCzbzMxOBh4iBKx3u/uwEvbrRRho15fQe3yUu3eLgWiuu99oZkOAae5+T6xzC/AdkEqTuJUQ5A4hBMapFIsjgIvdfVSsdxjwjrvnxfVswqDCxu4+N5bNBy509zEltDeHMNgwpSowXwFycckAOZNvv/2WTz/9lFatWrHbbrv9j1olIiI7ip09QNYgPdkmcdq024CHgdnAQ2b2D3dflLbfBcDvCAHu7sDW/o/jYGBZ/NwbuBo4lZBSMcjdh8Tj/40wa0VKAVsnv6QN7r4+nod4jq08pKSrU6cOHTqUHkSLiIjsqJSDLNvqXqA68Fjsvf0nMNzMCqcDMLMTCdOrtSf0Mm+Km7qa2TLgRkI+8TJC6kRSU2B16lzuXtnd36OUwFZERERke1KALFvFzHYzsxHAhcDZ7p6aYq0bYUaJCWZ2IIC7jwWOcfdvgYPYnBYxLKZA9Cf0BucBwxLnqALsB1xDGOCXlAs8bGbLYmDdgTincar6FtpfjpA+oUBbRERESqUUCymVmdUkpEr0JuQGH+HuqRdv4O7Lzaw1IeViqpmNAy4C1prZeYSA+nDCFG/nmNkJhNxiM7POQC0gNXHuBfHzWcBIYG8zW0qYG3kQcCdxICBQDahhZtnuvokwl3JS6uHPzOy3wAOE1I1piIiIiJRCAbJsSRbwS+BPwGB335C+g7uvBi40s0eAX7j7TDO7mpB/3Mfdp5tZO2Cku3dL1o2D9CrG1Q3Afe4+z8yOiuftCHQH6hMG7qVmptgIjHH312LdOYSp4FJSAXMF4GVgHvBBzDMWERERKZFmsZCfhJlVAvJTAWlMnyjv7kvLtmVbT6+aLtmWZrEQEZFdm2axEMnA3dekra8qaV8RERGRHYkG6YmIiIiIJChAFhERERFJUIAsIiIiIpKgAFlEREREJEEBsoiIiIhIggJkEREREZEEBcgiIiIiIgl6UYhICVIvClm+fDnVqlUr6+aIiIjsNHb2F4WoB1lEREREJEEBsoiIiIhIggJkEREREZEEBcgiIiIiIgkKkEVEREREEhQgi4iIiIgkKEAWEREREUnILusGiOzoDrrlTcrlVCrrZuwQ5vbvUNZNEBER+cmpB1lEREREJEEBsoiIiIhIggJkEREREZEEBcgiIiIiIgkKkEVEREREEhQgi4iIiIgkKEAWkW22ePFiGjduzNy5cwvLpk2bRsuWLalRowbXXXcd7l6kzsyZM6lZs2aRMndnwIABNG3alFq1anHZZZexevXqwu233XYbtWvXpkqVKpx55pksXrz4R2979NFHqVu3LuXLl6dNmzZ88803xa7vvPPOo1evXj/4/oiIyM5NAbKIbJPFixdz+umnFwmO169fzxlnnMHhhx/OJ598wvTp0xkyZEjh9tmzZ3PaaaexdOnSIsd64oknuP/++xk6dCgffvghEydO5JJLLgHgvffe4/nnn+e9995j8uTJ5Ofnc8011/yobR988AF9+vThmWeeYc6cObg71157bZE2vf7664wbN47bbrtte986ERHZSShAFpFt0rlzZ7p27Vqk7I033mD58uXcd999NGnShDvuuIMnnniicPsZZ5zBRRddVOxYTz/9NNdccw1HHnkkzZo1o1+/fowaNQqAiRMnctppp9GsWTP22WcfunbtysyZM3/Utv/+978MHjyYtm3bUr9+fbp3786kSZMK27N69WouvfRS7rzzTvLy8rbrfRMRkZ2HAuQdiJm1MLP9y7odpTGz+mZ24Rb2sQxlh5rZ3j9dy4qd71wzO/l/db5dyWOPPcYVV1xRpGzKlCm0atWKSpXCGwebN2/O9OnTC7e/+uqrnHPOOcWOtXjxYho2bFi4npWVRVZWFgAHHnggL7/8MrNnz2bhwoU88cQTtGvX7kdt6969Ox07diw834wZM2jatGnher9+/diwYQPZ2dn84x//oKCg4MfcKhER2Un9LANkM3vfzL6Ny2Iz+4uZfWNmc9OW781soZkdE+tNMLPVZrYsLpvMbFVifYOZXZbhfEPN7DAzK5co28PMOprZa2ZWxcwqb0XTfw/ckTiGmVlO8rgZzn2UmU03s9ql7JOd+FwhXkutuH6ymb2Xds6sUtpYG3jczHYrZZ/fmtk7ZtYsUdYHOL+UOsn2PmlmndPKCszswK2pHx0M3LAN+8tWaty4cbGyFStWFCk3M7KysgpTKjLVATjssMMKe4wBhgwZUhjMnnrqqTRp0oQmTZpQu3ZtVq1axY033vijtiV9//33DB48uDClY968edx///00btyY2bNnc8MNN9CxY0cFySIiu6CfZYAMrAM6AzcCY929p7vXdfdGyQVYARzm7h/FehuBC909z93zgE+A0xPrL8VjFzKzPOBEoD4wIwbV9YE3gT8BRwGjgZlp9ZqZWb6ZfZBagNbALxLrHwIfAweVcq3rgabAokwbY3C8PhXoAwuB6sDMuP4ScHTqISBe35BE/V7JhwrgRSAbmJr2sHFe4rRPxev/p5mdZGZ7AR2Ai9LqzDezL9PaWwU4ExiXdinrgLUlXGPl+CCUbGcPoGWi7Mv4QHRuKfdSfqDs7GxycnKKlOXm5rJmzZpS691xxx1MmjSJY489lubNmzN8+PDCwXEjR47kyy+/ZPr06SxcuJADDzyQCy644EdtS7rssss45phjOPXUUwF46qmnqF27NmPGjKFv3768++67fPDBB7z99ts/+v6IiMjOJXvLu+yU8uO/RwFjtqHehq3YJ7076ZfAf9z9FTNbANwLLAOOBloBl7v7OWY2y8yqu/vyWG8tsBpoA2S5+wYzOwHo7+7HbUObC4AV7p6xm8vdNwFZUJj6UJ4QVNdx93Vm1gq42t3Py1QfqAi86u6Xl9QAMxsSj5s8511m9hbwGfAMcLO7D9iK6+lCCOC/iJkaBUCD+G9JXXnrgN2AZu6+JLapJnAfcIm7ryuhnmwnNWvWZNq0aUXKVq5cSYUKFUqt17BhQ6ZNm8YXX3zB9ddfT506dWjdujUAQ4cOpWfPnuy/f8g6GjRoEHl5eSxbtuwHb0vlFT/11FOMHTuWKVOmFLZl/vz5tG3bltzcXACqVq1K06ZNmTlzJiefrGwdEZFdyc+1BznlJGKAHNMjFpvZEjP7toT9NwEPJ3ohWwDDE+tnZKhzSeLzKcBrwK+BycCTQDszm0YI8t5MO5fHc0w1s8nA48DBZjY5LmvNrEOqgplVM7P9zKyemdUxszqElIf1qfW4NDKzA82sRlpbryT07u5PCJIBTge+L+F+wOaHjS3Jj23MNrMrzayiu08CusfzXW7FU1ymJA8Qe7tvIPTq58W2LXP31Lxfx1uG/Gd3zycEz8l5xXKAC9PK5CfSsmVLxo8fX7g+Z84c1q9fX2xat0zMjGrVqvH2229z1113FZYXFBSwcOHCwvVvvw3/s83Pz//B2wA++eQTevXqxfDhw6lde3NmUv369Vm7dvOPFAUFBcyfP5969ept3U0QEZGfjZ9rDzLAnoS0h7lxfX1czwMmllCnPHCpu48EMLOPgRvdfVxcH07ioSL2+DYE/huDu65xmUpIXTiS8FP/hcAUd2+VOFcBIUhuBPQlBHIHEHpQ+8d97gaOMbPl7p5KwXiBkAqSCvyygcrAF4ljZxECxF8Dz8e2VgWuA06L51xnZguBi4AJZnZ7rLvJ3fumtbNLvNakChTtcf9b/Lc60I4QEP8OmEBIVXnc3VuY2V+A69x9lZnNSztmX2A84f5B6IX/ILF9OfCkmX3p7mMpLtnDvDH++51tHjOYDfRx94EZ6sqPcPzxx7NixQqefPJJunfvzh133EHbtm0LB9xtye233865555LixYtCstat27N3XffTb169ahYsSKDBg3imGOOYbfddvvB2xYuXMgZZ5zB9ddfzxFHHMGqVasAqFKlCueeey5HHHEEL774IkcddRQPPvggGzdupG3btj/JPRMRkR3XzzlAXgD8gxAU3kHR4Kmkn+pzgb+a2SNxvTowysxSwVZV4P3E/ocBdwFnAccCjQl5w1cRepZzgTrAq0DR359DML6BEGjmEALeCoQAPDfuY3FbNoC7vwZUSh7EzLoDfwUOdvevMl2UmVUAHgUGA18RerK7EwL3bwhBLPFcVxAC1ZRs4LlkioWZ9YvnOyuuG5BrZuVjisPpZtYTOMnd+8Yc5JWx+izgVDMbSXhASB2zXWzTJcBHZnY2cC4hZSVlCuGBY4SZHeHu82LdcvG+baK4WjHlAwuDD0sb8JgT70FK1ZL2laKys7N5/PHH6dKlC9dddx3lypVj3LhxW1V35syZDBs2jM8++6xIea9evfjqq6+47bbbWLx4MUcffTRPPvnkj9r23HPP8e2339KnTx/69OlTeC53Z//99+e5556jT58+/Oc//2GfffZh1KhRVK68NeNrRUTk58TS33b1c2Bmowm9sF8Rei8bAPMJwWoe8LG7N4ppE8e5+/wSjlOkB7mEfRoRBrW1IwS4jxBSKyoB+xEGnN1KCIg/dvelsd4hwEjgt8CfCT2eVYF6bO4NPhA4JwbGJZ3/JUKu81PuflMJ+3QkDK77nNCLPgB4jzB48Dh3nxz32x341N0bJur2AXoT8qoB6sbPyQFzFq/9ancfnqhbjTBzxc2E+/5dWtPqEQYNtnH3mfFeziMMbuxB6AmvF3OlVwEHuftcMxtEyC8/zt3zY+/4CqCCu2+M565FGLhYPhUgb4mZ9QVuSS9vcNUIyuVUKl5hFzS3f4dSt3/77bd8+umntGrVit12K22iExER+TlbsWIF1atXB6ju7ivKuj3b6medg+zuswhBUgtCEDcD+CclXLeZ1Y29rRmZWW6GvN6UPwLdCGkSswgpHjXZ3Iu8ByGITGkEfB33udLdjwAuJgyK+1tcv5AQ1JbUnmZAW0Lu80VWdFq1pFHxPDcQUhjuJKSeXA0cmMjrzaX4TBF7AHckZv6YC3ROmxFkrzhLSDI4bhXP+wQh7WQE0Ay4Kx6nFSHVZR9gNoC7z/XwxPZ/wBLCgMVMA+xuAt4mDj4k3N8l7r7RwswgSwgPGUuA1FR/a+JgwtLcSfjVILXU38L+kqZOnTp06NBBwbGIiOzUfs4pFnuZ2f8RAtXZhGttRujJnJS+c/z5fRaw1sxS3erpKRbZwMuEVIB0zxOCtiXxPDcQArgahOnmyhGC9CFx/9aEgXzfA0+b2Y3ApcCnwJlmVokQ+J6d6eJizvNjwCB3n2pm/Qn5uSe4e5HZONzdYyrGn2L7XwRGu/ujZnYk8JqZvUYIkNcXPRPNgLGJc9YHXjGz9MF7J7t7Mrf7YmBcnJ2jGqGHdyPQy8IUdiuBNe6eaeq2/4vbB2W69linT6KoCUVzzZu5++Jkndg7vGem4yWOu57E9Vvx952IiIjILuDnHCBXJuQFt3P3r2Ne8SZ3/9bCPMVFxJkQ0vN7t5hikag/Pc5EYYSA8mBCL+mlcZq3LOL9jsFvV8IgugnAMELA9zQhn/l8Qk/vfe4+N/1cMVd2CCFt49ZYfB8hoB5hZp0z9LxWJORLTwb+C8yJ7Z4Y703d2PbC4NrCy01aAalJZM8E5rj7QYl9yhGmq5ubKNuNENinXuxRA1jp7gXxoSWXECyvM7MKyYDezP5AyENulUqX2AqtCb8OwObBeZls7fFERERkF/ZzDZDLA9Pd/eFUgbv3TmyvaGZ1CXPnrjKz8kAVNk+9llIu7lslUWZAdiqXmM1zDDclBJNfEnpp+8V9U+fPt/BSkfWEQPU7Qh7wREJw2YOQx7ze3WdZeLvfSxbeKNc/lb4Qyx+O522byq+Nxz8PeBd438wucPcZsU42oYd7X0Lgfj4hdeLEWLdP3O8MiqZY9AD+5e4LLbwCezAhjSTpEELwuzBRdiWh9zg1aLAc0NXMuib2qUh4iBkSt+0NPEiYEu6EDHnh5cnwfY1/uwvY/KBQDvi3maUPxKwGDEdERERkC36uAXLOFra3J/x8/6i7L4v5suMJwWv6gK4X0taNkNfcKK5XZXPqxMWE4PhCYCDQnBBgL49tepfQy/sK8GTMme3q7p+b2ROEgWd3AsRBa4cDvyOmhJjZU8BvgKFAT3dPzQxBrLPEzE4kBMNTzaydu78L1CLMAPHv2IbhbJ65IjU47wPCoLkbY1kWIUC+xcwuIAwkvCU1YNDMTorXvBuh5zt1rEqEVJHC1BB3/ythpo3UPgcS8p8XuvsfYnFqNo0LEg8fqf1TgwBzKW4PwkPJi3E9F2hcQopFowz1RURERIr4Wc5isa1iMGhbO9tBCccoX1JKQOzBzQbytyFtINNxDgIauPsbW9ivHNDJ3V9MlFVND6jT6jQnpE+sTJTlxQeIWsAh7j4msS2bENDPS+/tNbN67v51Kec6ldDre0NJM4j8UGZWxd1XbadjVQOWaxaLzbY0i4WIiAjs/LNYKEAWKYEC5OIUIIuIyNbY2QPkn/U0byIiIiIi20oBsoiIiIhIggJkEREREZEEBcgiIiIiIgkKkEVEREREEhQgi4iIiIgkKEAWEREREUlQgCwiIiIikqAXhYiUIPWikOXLl1OtWrWybo6IiMhOQy8KERERERH5GVGALCIiIiKSoABZRERERCRBAbKIiIiISIICZBERERGRBAXIIiIiIiIJCpBFRERERBKyy7oBIju6g255k3I5lcq6Gf9zc/t3KOsmiIiIlAn1IIuIiIiIJChAFhERERFJUIAsIiIiIpKgAFlEREREJEEBsoiIiIhIggJkEdlhfPfdd0ycOJHVq1eXdVNERGQXpgBZREr05JNPctBBB5GXl0eXLl1YvHhxsX3at2/PkCFDAHB3BgwYQNOmTalVqxaXXXZZsWB35syZ1KxZs9hxBg0aRLNmzejWrRv169fn/fffL9z27rvvsv/++1OrVi3uu+++wnJ3p2fPntSsWZO8vDy6devG2rVrixy3oKCAY445hnvvvffH3AoREdmFKEAWkYzefvttrrjiCgYOHMi///1vVqxYQadOnYrsM3ToUN58883C9SeeeIL777+foUOH8uGHHzJx4kQuueSSwu2zZ8/mtNNOY+nSpUWOM3PmTPr3789nn33G9OnTufLKK+nTpw8AixYt4swzz6RLly6MHz+eoUOHMnbsWACeeeYZZsyYwaRJk3j//ff57LPPuPPOO4sc+5FHHmH58uVcccUV2/X+iIjIz5cCZBHJ6Omnn6Zbt260a9eOhg0bcvfdd/PBBx/w/fffA/D999/Tu3dvmjVrVqTONddcw5FHHkmzZs3o168fo0aNKtx+xhlncNFFFxU71/r163n00UepV68eAIcddhhLliwBQhC+55570qdPH5o2bcrNN9/ME088AcDEiRM555xz2GuvvTj44IPp2LEjM2fOLDzuggUL+MMf/sCDDz5I+fLlt/9NEhGRnyUFyD8RM9vDzNqVdTtKYmZ/MrPf/4B6t23tdZlZ67T15mZ28lbU+6WZ1djWtqUd43Azu2TLe0pJFi9eTMOGDQvXs7Kyivzbu3dvOnXqRKtWrUqtk9of4NVXX+Wcc84pdq4DDzyQM888E4DVq1fz0EMPFfZWT5kyhRNPPBEzA+DII4/k008/Laz37LPP8t133zFv3jyGDx9Ou3abv55XXXUVe+21F1999RUfffTRj7shIiKyy1CA/NNpBLxuZrVSBWZW3szKJ9bfNrMVZra4hGWjmXVKP7CZjTWzlVuod+EW2vcpcLuZVdnG6zLgfjMr9TXlZlYOeCytHX8ELjWzCxLL782sQaKeASOB+omy68ysf9rScgvtrA4MMLNd7x3R28lhhx3Gq6++SkFBAQBDhgyhZcuWVK9enbFjxzJmzBgGDBhQrE6yx3jIkCFFAtbGjRuXes7XX3+dunXrsmDBgsIUixUrVhSpV61aNRYsWABAjx49WLVqFXXq1KFRo0Y0btyYCy8MX7nx48fzwgsvUL9+fWbNmsWFF17I5Zdf/iPuiIiI7CoUIG8nZjbezD43sw/M7APgPiAfeDNRNh64IVFtHfBbd6/l7rWAscB5ifUPgQ0ZTrcR6JXaL32J9dYn2tbGzOYml9i+LGBa+jYz6xjrlY+BbtIA4CWgQtr1WzJodvcC4BpgZdx+PNACGA1USSwVE8c4F5gLZAOvxrbsC3QHvgQmx+VoYL+0879tZl8lru9Jwvd7RiybZ2YLzeyBDPdTMrj22mspKCjgsMMO4+ijj6Z///706tWLdevWcfHFF/OXv/yFqlWrFqlzxx13MGnSJI499liaN2/O8OHD6dWr11af8+STT+bvf/87ADfddBMA2dnZ5OTkFO6Tm5vLmjVrALj//vvJy8tj3rx5fPnll2zatInrrrsOgMcee4yjjjqKV199lVtvvZV33nmHhx9+mBkzZvyo+yIiIj9/pfYCyjZZC9wNvA6sd3ePgdr57v5FCXUKAMxsBlAV2B1oY2Y5wI3JfdJsSq6Y2TnAdHefnijOT3zOBla5+0FbuggzG8fm4PdB4GIzy8+w642pn7yjLKAf0NfMBgG/IAS/m8xsADAReBio6+63xHO9QLg/qYeAHOB94HpCYP1PwvVvAF4BjgImAO0JDwlJOcBV7v5i4loGAMPcffKWrluKy8vL4/3332fmzJncc889LFu2jK5du3LzzTfTsmVLOnToUKxOw4YNmTZtGl988QXXX389derUoXXr1hmOnll2djZt2rThgQce4KyzzuKee+6hZs2aLFq0qHCflStXUqFC+IoOHTqUW2+9tTCt484776RNmzbce++9zJ8/n9NOO60wNaNBgwbsvvvuzJo1q0jetIiISDoFyNvPJsCB14A9YlC5J/Cyma0nBL8fufu5iToO4O7NYr7uu4Qe2kHuvsnMzkvtkya9rB/wODC9hH2mAVs7hP+PhN5agKuAy2Nb9gYmu3u1TJVi6khWvJ6rzOwk4Dfu3i1ubwrcC7Q0s3qx2pnAYDMb4O6fsznwvxd4OX5OPgwMAIonsAYbKH5ffgmMKf1yZUv23HNPXnrpJR599FGysrIYNmwYixYtIi8vD4A1a9YwYsQIJk6cyMMPP4yZUa1aNd5+++2tzvt9/vnnmT9/Pr179wagQoUKhbnLLVu2ZNiwYYX7Tpo0qXAwX0FBAQsXLizc9u2335KfH57n6tevX2TKt1WrVvH9998X1hURESmJAuTtpwA4mPDTfiqoexB4DFgAnA7sZWa/cfen4/byQI6Z9QRuIwSkXYDuZpYa6l+kmzbKFDR/VVLD3P074DszOx0YBSzNsFsecIa7v5Goty6xvTxFe6XTz7GRor265YAsM8sl3JuvCfeiNtA/7nMWcBcwP+1w7xB6i9NVAOaV1AaK97ZvBF40s9Tfoxwwxt2L5XUDxJ77nERR1Uz77WoefPBB9ttvPzp27AjA+++/z6ZNm59brr32Wlq1akW3bt0Ky26//XbOPfdcWrRosVXnaNasGT169GDvvfemRYsW9OvXj3PPDc+SZ555Jpdddhlvv/02bdq0YcCAAZxyyikAtG7dmv79+5OVlcWGDRu46667Cgf7denShS5dutC2bVv22Wcf+vTpw3777Ufz5s23w10REZGfMwXI2095QoBWgc331QgBV24sy4qfU7LjcgZwlru/Z2YPA//H5iA2U554etBckxCEl7YPhIDxK3dvVOyAZtMIOdElqUbxtIbSVADaEvKq3d2PMbM5wAHA8LhP1VT6iZllEXuggWfiuVK/4aeupZK7fx9/Mk+/vmzSUk+iju7+djyHEf5OJbkJuGXrLm/XsHTpUgYMGMDo0aMLy+rXr19knypVqlCrVi1q1QrjUWfOnMmwYcP47LPPtvo8hx56KIMHD+aaa65h2bJlnHPOOYUv9qhVqxYDBw7ktNNOo0qVKuTl5RW+mOT2229nxYoVXH/99axcuZJTTjmF+++/H4B27dpx11130bNnT7766isOPfRQRo4cSVpqkIiISDHmnqkzUraVmU0CLgfuACrH4oOB/xICz9rAx8kUCzN7HmhF5h5hCAHj7919dLLQzEYDw919iJnlEYLpOrGnOJVH/Ii7D0+r1w54g+I9tind3X1sCdfXAXiV4r3IBix299pp+58Xr+1+4El3P9HMDgL+7O4nxH0Wx0GFqSnh/kZ4oEi9rq0e0JQwsO9XwCh3b2xmQ4Bx7j4kcb5PgRvd/R+JsmmEvOS3S7je9GvM1IM8v8FVIyiXs+tNhjG3f/Ec47I0Z84cvvjiC1q3bk2VKts6+YqIiPwvrVixgurVqwNUd/cVZd2ebaUe5O2nEWHmiDeAe2Le7lxCr/IxQF3g2GQFdz8vuW5mpwK1U4FfnMEhvWcYis4gcQrwb3f/zsyOcvcJwHJKDrrnZ+pB3goHAWPd/aS0Nncic69rQ2Ah4TuW7Hk+3Mw+iZ+rpwrd/X0zuxJoQ7iPtwPj4uY3CT3PlcysHyFXe1ba+eoA35jZGKAlm2f/GB57DMsDS0u7dndfT9HZP0raVcpA48aNtzhNnIiIyPagAHk7iD2jDswh9pqa2WLCXL5PAMPi5wcTdQ4m9Db/Fvg7ITCsDDxiZl8QZmsYTgj6znT3ZM9teyA/5vf+H/BnM2sCvG1mjwDnxJzgdA7Uj4F7scsg9J7WSztXSkdCukS62sC3GcpPIMxaUSG2NZV68mmyBzmVWhFnsqgKrCCkSvy6sNHuV5rZY8BHwEnunv4CkkqEAHkuIcD9rbuPTNvnBODRDO0UERERKULzIG8fPYDX3H0JYX7hUwnTvn1NSDFwQmpCMlXiuli2ijAgbUMM6n4J/AuoBHQGjiDM3lAoBpM1CTNmfA087u6zCPMDnwm8Z2YNKc6IPcjpSzxvbTLkLptZm9jG5zIcsw5pKRtmVpHQWz6eONUb4UFgGJBnZpPNbHKsN5mQ+wuwPyEl5WEgOV1bU+BE4Ol4zzCzg82sZtzlWOBbd19F6XnS25JDLSIiIrsoBcg/kpm1Ai4BBprZtcBQoDdhPt+ahEC5K+HNdTPNbGDMt+1MCAxTMy/UAnD3NwmB3JuENIUuQF1LjUwz28/MbgNmEtIvzokv5cDdpwFHAt8Dk2LKRtLW/L2zkitmVpUw+8Sz7j41w/57Uzyn+bfAe4QBiV2Bte7+CCHInkwYfNcWWEbIe+4X67UGJrj7vPi5NiEN43ngamANmwc5Xs3muaJ/S5j5InWNg81sfnIBXqD0AXoiIiIigFIstof/EN5q9y8z+woYAjQHRhDm8p0XA9grzGwo0Az4HLgozv2bGmA238xWxmNWIMxF/HHsFX0n7pdFSNlwoJO7p4LCQu6+3MzOBAZRfFaK8oSp5pZluI5UYFyBmIcbg+NRhJzmS1M7mtnuhEFz+wDnEdIvUtvKE96gdwGht/dw4A9mtk+8J6OABfFFKk8A/4hT2k0Eyrv7pHio8wg9z88DD7n7382sUWz/CkKO8XHxwcEJM19ACKAvLiHFYkiG6xYREREpQrNY7GTMLCcOJvtfnOs0oBfh9dcrEuXlCC/g+JIws8RLafVquPvStLJDgAPc/bm08qOB5e4+3cyqxAcCzGx/wtzOtdx97ja0uSIhXaXEOZu34VjVgOWaxUJERGTbaBYL+Z/6XwXH8VyvE16dnV5eQMgJLqlesReRuPsUYEqG8vGJz6sSnz+PH1el19lCm9dueS8RERGRkikHWUREREQkQQGyiIiIiEiCAmQRERERkQQFyCIiIiIiCQqQRUREREQSFCCLiIiIiCQoQBYRERERSdCLQkRKkHpRyPLly6lWrVpZN0dERGSnsbO/KEQ9yCIiIiIiCQqQRUREREQSFCCLiIiIiCQoQBYRERERSVCALCIiIiKSoABZRERERCRBAbKIiIiISEJ2WTdAZEd30C1vUi6nUlk3o9Dc/h3KugkiIiI/a+pBFhERERFJUIAsIiIiIpKgAFlEREREJEEBsoiIiIhIggJkEREREZEEBcgiO6ErrrgCMytc9tlnn1LLUxYvXkzjxo2ZO3dukfLHH3+cBg0aUKlSJU444QRmz56d8bzt27dnyJAhxcrPO+88evXqVaTszDPPLNKWtm3bFm579NFHqVu3LuXLl6dNmzZ88803P+AuiIiI/DQUIIvshD755BNee+01li5dytKlS5k0aVKp5RCC49NPP71YcDxr1ixuvfVWRo0axRdffEGTJk3o1q1bsXMOHTqUN998s1j566+/zrhx47jtttuKtXHq1KmFbRk1ahQAH3zwAX369OGZZ55hzpw5uDvXXnvtj7wjIiIi248CZJGdzKZNm/jss884/vjjycvLIy8vj6pVq5ZYntK5c2e6du1a7HiTJk2iVatWHHbYYTRs2JDf/va3zJw5s8g+33//Pb1796ZZs2ZFylevXs2ll17KnXfeSV5eXmH5119/jbtz0EEHFbalcuXKAPz3v/9l8ODBtG3blvr169O9e/cigbyIiEhZU4AsspOZOnUqBQUFHHrooVSsWJH27dvz5Zdfllie8thjj3HFFVcUO94BBxzAO++8w+TJk1m+fDkPP/ww7dq1K7JP79696dSpE61atSpS3q9fPzZs2EB2djb/+Mc/KCgoAGDixInk5+dTv359KleuTOfOnVm6dCkA3bt3p2PHjoXHmDFjBk2bNt1et0dERORHU4C8izAzS1vfx8ya/4Tnq2xmLdLKfmVmDbdQby8zO3E7nP8SMzv8xx5nRzR9+nSaNWvGM888w7///W+ys7O56KKLSixPady4ccbjHXDAAZxzzjm0aNGCvLw8xo8fzz333FO4fezYsYwZM4YBAwYUqTdv3jzuv/9+GjduzOzZs7nhhhvo2LEjBQUFfPHFFxxyyCG89tprfPzxx8yZM4ebbrqp2Lm///57Bg8ezCWXXLKd7o6IiMiPZ+5e1m2Qn5iZ/QK4G7jE3SfGsnuBPHf/3VbUvxP4zt0HJcrmAJe7+2sl1DkWGAXs6+7fm1ktYC5wC/Bd3K0cgLs/naj3a+Aqdz88rjcCMkVPf3D3glLa/DSwcWuur5RjVAOWN7hqxA79qukvv/ySxo0bs3TpUqpVq7bFcjNjzpw5NGrUCAi9vZ06deKll15iv/32Y8CAAbz11ltMnDiR9evX07x5cwYOHEiHDh3o1q0bJ5xwAt26dePWW2/l8ccf5z//+Q+5ubmsXLmSvfbai+HDh3PyyScXaeN7773HWWedxeLFi4uUd+nShRUrVvDaaxm/RiIispNasWIF1atXB6ju7ivKuj3bapt6kM1sNzP7m5mtNrOJZtbczLqZ2bifonHb69hmdqKZLY6fXzSzofHzKjM77scev4RzjjOzbj/FsbeVu48BHgTeMrNfm1kVoBvQ3szmJpavzGyZmVVP1Y09z+cD49IOuzYuJZ3zQ+B+IJUEexfwMrAaqBKXykD5xLmeBwYB+8X2vALsAXQAJieWa5PBsZntZ2aLktcCnAKcneHajtza+7az2GOPPSgoKCg2E0RJ5emee+45OnfuzFFHHUX16tW5/fbbmTVrFlOmTOG2226jZcuWdOjQoVi9+fPn07ZtW3JzcwGoWrUqTZs2LZa/nGrLkiVLWL9+fWHZU089xdixY/nrX//6Qy5bRETkJ5O9jfs/BThwCHA28BLQf3s3KmEYMHJbKsQexznunkwp+BLYzcwqAE2AtbF3sDIwbzu1dYfm7k+a2YfAIqAP8Ly7X7oVVdsC9YFxiSyNo4CCuBRhZjmEILYc4bvSzcw+AA4D/gL8193HxB7m49z9rkT13YDOhL9JTeAeYAOhx3kscIK7P29mQ9JOuxHIdffdE+3YF7jC3S/fimvcqVx33XW0aNGicMDd+PHjKVeuHI8//njG8gYNGpR6vIKCgiI9uytXrmTNmjXk5+czbNgwFi1aVDgAb82aNYwYMYKJEydSv359Pv/88yLHmT9/PvXq1Suc9u24444rbEvt2rXJyckBwgwXvXr14pVXXqF27drb7d6IiIhsD1sdIJvZPsCpwJ7u/p2Z3QPcAPxk/+/m7hsIAdKP9RUhWKsL7AWsj583AQu2w/F3aGZ2OTDU3f9jZqcRgtBVsac13cHuvjKx3gc4091fNbP6wKy4ABxoZoe5+32pnd19PbB/THH4q7uPi234LXAN8L2ZdQEaAo3NrLa7XxOrbyI8tIwHzozrKfsCfwCez9DmDYS/b9JuhIe4n12AfMghh/DHP/6R2rVrk5+fT69evfjNb35TYnmlSqWnh7Ru3ZoLL7yQww47jNq1a/P4449Tp04dmjdvzvvvv8+mTZv/DNdeey2tWrWiW7duLFq0iCOOOIIXX3yRo446igcffJCNGzfStm1bpk6dytVXX83AgQNZvHgxN910Ez179gRg4cKFnHHGGVx//fUcccQRrFq1CoAqVar8dDdNRERkG2xLisXRwGx3/w7A3fMJP6GvAzCz35vZd3E5K1XJzNqb2dT48/bjsYcRM3MzezCmOfzBzD4xs/lmtleibsYUCzO72swWmNlKM3vezHJj+TpgTuL4bmatYqD9LaHn+zvCz/zNgPnxOjCzPrHtS2M7sxLnczM70MwGm9n3ZlY5lpuZXWdm88zsGzO7Mq2plc3shZiS8pGZ1Y71sszs1lhnrpldmjhXkdQMM+ub6jE1swpmNiS2caGZ/SGxX1Uze8LMlpjZ52bWJpbnAIcD082sEzAdOAuo5O6NgOHAsfHzRsLDQ+qYPQADUgmiRwMT3D0VMS0HelvIG05XDqhgZrnxXo4GJgCvEn51eAGYCgxOq7cK+AI4MK28AqX39qf3Zm8EasfvXWpZnfxupjOzHDOrllrYnB6yQ7ngggs477zzOPvss+nSpQvt27fnz3/+c4nlW3L22Wdz4403MmjQILp168ayZct4+eWXKV++PPXr16dRo0aFS5UqVahVqxa1atVi//3357nnnuPWW2+ladOmvP7664waNYrKlStzww030Lx5c9q3b0/Pnj259NJL+b//+z8gpHR8++239OnTh6pVqxYuIiIiO4qtHqRnZjcQehKPTSvvRvgp/J9AL6AH0NXdG8Ze58+Ay4B3gReBEe5+u5k5MIAQkN0IHE9I4bjV3Ycmjt3N3U9InG8/YBpwEvANIcB71N0HW8id3QuYAtSIVVa6e76ZjQfeJwReFYBJwFHu3ib2qj4PnAAsIwSEN7v7iHhOJ/Rqfgz8HXgvHvM3hIeEDoSA8E3gFHf/IAb2+wF3AK8TBqy96O43m1lvwsCz84BqwAjgInf/W6w3xN2HxHP3BRq5ezczuwToDZwG1ALeBg539y/M7K/AwUAXoD1wG9DA3VfF43QCTnb3nhZyJWa7e2Mz+1Xc714zm+3ue8f99wc+jMe7K/7bD/jU3e8ys2mE3tl18bp/4e6fJP5OI4CmQB5wp7s/Gn91OBtYAlQHPnT3bnH/CsAr8bs0Pl5Lf+BqwgDDR2L7LzKz9e6ekzhXY+Cf7l4rUXYE8Dd3r58oywZIBPhFxHt9S3r5jj5IT0REZEezsw/S25Yc5PJAfgnbKgMXuvvCGKjdEMvPAya7++MAZvYw8Fvg9rj9SaAV8C93/9jMviExaKsEqR7OCoTe4qNSG9x9uZmtiJ+XpdX7EjgO+CTWPQ5IjSZ6l/CTvwHHxLJmafWnJlIBUn5NCM4/itf3d0JqwAdx+0fu/kDcNgpIJYNeBNzi7v+K2+4nBMx/28K1r41tzHb38WZWA9hkZuUIA+k6uvtM4M9m9kfCQ8fr8X68bGZjzOx0QrBZ2xIpFmbWC6hnZvOBX7v7WDM73N3nmFkTQrBcHrgq2aD4d7sFGGFmhyTSM6oSBgJ2ItErDfRz9yGxHeckyu8F2gCHEoLuHGBG/BfC3+fr+LlC2n2pknaOjEoKjBPuBO5LrFcF5m/puCIiIvLzsi0pFssIvYGFzOzfQB3gc3dfGIuTOcP1gRapn7gJvYPJeXDXpf27Re4+B7iYEMwsAp5hc29xab4kpAjMJOTQHs3mn+xrEQYcfg70jO3JSqv/QIZj1gd6Ja6vI0Wvb1zi8wZCcAshUJ6d2DYrrV5SsuvyudjOV8xsAaFHF2B3QtD4fKIttZLHNLN6hF7+twiB80cxrWKguzeKn78kDGJ8HwrvNe7+MDAReNrdM+Vs3w8MTVwf8dwLCQ9hGxPlt5jZJ8DA5AHcvRchCO9NGJjZKW5aRhigdzjQ1sxOBp5IpsAQvoPfmFmDmA6zmJDSkWtmi+OyLvYQl8jd17v7itQCrCxtfxEREfl52pYe5MlAMzOr6u4r48/VjeMxSuo6n09ISegd17MoGvBtMzPbE/jE3VvGlIqRhIFkqVeEFcT9zIvmj6SC4VlAblpZP8JAvpPc3WN6QLrVGcrmA38l5NNC6O1MPiCUdF++BPYmpGwQP6fa4hR9cDk8tg1gH+Ahd78+9up+QAh6/0boQe2Q2LcyIUBN6UEIijeYWdVE2zqY2SxCWkl+HGRXhJldQEgXOS/TxcT73Cex/x5ALXf/JqZO5FvIEzfSepDj9k1x2raqhPSZ/vHaiOkjg4D/xG0N3L1HWhOaEOZYXg+sTqZaJNo0hO0z4FNERER+5ralB/kjQg/rX8xsb0KaxDI2v/Qhk+FAa0Iu6npCjvKTP6ilmx1EmM/3WDYPokoG+t8Aa4DTLbyVLfVu3NQ7d5OzMKSC0qqE4L2OhRkfzqJob2hJnibMCFE17v8oId96Sx4D+ppZiziY7ipC2gOENIKjAcysI5DM+b4AGGJmB7A59SA7BpdDCUFwAaFH+R1i+omZlQd+H9sHocc91Tt6a6yTA6yPAWshM7uQ0Hv+S3dfvhXXBmEO4g/j54qE2ShGAe2Aq8xsMuH7cyghX/zAmBe9D6GH/1zCAMCUawjfpaXENB8zax1TSyB8x2ZQtKc6ky1tFxEREdn6HmR3LzCzM4HHCT15/yYMFivxdb7uPisOZLuP0Es6gTDY6wdz97fMbDCh1zaPELjfnti+0cwuIsyOUJPwU/7HhGC4gJC3nAoCU0HzbYRUjS+AfxCCsSKvSS7Bs4Tp4l4jDLb7G3DzVtQbRBik9gbhwaGvu4+K2+4EXjCzzwn3+M+EdAkIg+UeJQSfRhhY+FLcdhUh1WFSPOa97v5q3PZr4Ht3Hx/XKwDHWNFp3soTpkYbA7Q2s90JecGnAu3dfUraNZQnw/cnBrqXA3fFh5PjgDfc/RQzOx44PfaAdyUE0pfHXyQOIcwqstrMviIM3HQza0fIrz6S8DfNtTAzx5vAEWb2HSHvuyPhga9SzKNOV4PQCy0iIiJSKr1q+mcuBqzTgAHu/lQJ++xN6H1u5O5dY1k2cC3wrLsXCzhjcH15IghPlbclPAAcQui1PpKQ/nIW0Bfo4u4TYprHI3G/dvH8G+IMGXsQfpn4lPBw0M7d/2tmVxDSLwoIM4mcZmYHEXq42xFykWe4e7EJdWOKxVx377sVty1VZ6d41bSIiMiOZmefxUIB8i4gBpxL3T1jioGZHUro+b7Z3adth/PVcPelaWUXA2+lBv4lyn9DGHyYD+S4+9qYOnEIYZ7kOpkC9BLOa4T5nTPli/+Q61CALCIi8gPs7AHytr5qWnZCiRlGSto+mdDDu73OtzRDWfoLQVLlTydW18ayAkKqCGzDNGtxsOB2CY5FRERk17Utg/RERERERH72FCCLiIiIiCQoQBYRERERSVCALCIiIiKSoABZRERERCRBAbKIiIiISIICZBERERGRBL0oRKQEqReFLF++nGrVqpV1c0RERHYaO/uLQtSDLCIiIiKSoABZRERERCRBAbKIiIiISIICZBERERGRBAXIIiIiIiIJCpBFRERERBIUIIuIiIiIJChAFhERERFJyC7rBojs6A665U3K5VTarsec27/Ddj2eiIiIbD/qQRYRERERSVCALCIiIiKSoABZRERERCRBAbKIiIiISIICZJEytGzZMiZMmMDSpUt/8nN99913TJw4kdWrV//k5xIREdmZKUAWKSMvvPACjRo1okePHtSvX58XXngBgFGjRrH33nuTnZ3NoYceyueff15Yp6RtQ4YMwcyKLUOGDAFg0KBBNGvWjG7dulG/fn3ef//9wmPedttt1K5dmypVqnDmmWeyePFiAPr27ZvxmOPGjWPjxo1cd911NGzYkLp163LzzTezadOm/9GdExER+WkpQBYpA8uXL+fSSy/lvffeY+rUqTz00ENcd911zJo1i+7du9O/f3++/vpr9t13X3r06AFQ6rauXbuydOnSwuWrr76iVq1atG7dmpkzZ9K/f38+++wzpk+fzpVXXkmfPn0AeO+993j++ed57733mDx5Mvn5+VxzzTUA3HjjjUWOOXnyZHbffXdatGhBv379eOONNxg9ejSvv/46Q4cOpV+/fmVzM0VERLYzBcgiZWDFihUMGjSI5s2bA3DYYYexZMkSPv/8c/r378+vfvUrateuTc+ePZk0aRJAqdsqVKhAXl5e4fL000/TqVMnmjRpwvr163n00UepV69ekXMBTJw4kdNOO41mzZqxzz770LVrV2bOnAlAbm5ukWM+9NBDXHXVVVSvXp2nn36afv36ccABB9CiRQt69+7NqFGj/te3UURE5CehF4WUMTOrBGx0940lbK8AlHP3df/blv14ZlYNWOPu2/Tbu5k1AK53915xPRtwd89P7FMe2OTuvj3b/L/SoEEDzj//fAA2btzIwIED6dSpE6effnqR/WbMmEHTpk0BSt2WtG7dOu6//34mTJgAwIEHHsiBBx4IwOrVq3nooYfo1KlT4bbBgwdzySWXUKVKFZ544gnatWtX7JgLFizg5ZdfZs6cOQAsXryYhg0bFm7PysoiKyvrB90LERGRHY16kMveR8AGM/NMC7AeeDa1s5l1N7M9Lfi7me1tZk3NbF7cXinWzU2exMxmmdlMM5u2hWWNmbWPdU40s3wzW2xmK8xsqZnlmtnXZjY3scwzs28zXNuNwIfphWY2ysyuLeWeLAN+GwNjgIuB+Wb2nZmtitf6NVA/7bh/MbOzM5zvazM7oZTzlZkpU6ZQp04dRo8ezQMPPFBk24YNG7j33nu55JJLitUrbduwYcM46qijaNSoUZHy119/nbp167JgwYLCFItTTz2VJk2a0KRJE2rXrs2qVau48cYbix3zkUceoUuXLlSpUgUIvdCpHuP8/HyeeeaZjIG1iIjIzkgBctlrA1QGKsblEeBPifU84LeJ/SsA/wDuBQxYAGwEcgDcfQ2w3t3XmVmOmVmstxHo7O4HlbYA/wY2xDrrga/cvRZwJ/B27MneF2js7o3cvRHQCGiS4dqOBv6SoXw9sDwG+YXfQTNrb2azgfHAJmC6mX3l7g+5e13gBuAv7r6Xu+/h7l+lHfc74MIM59sIrMpQXuaaN2/OW2+9RdOmTQvziVNuueUWKleuXKx8S9seeeSRjIHzySefzN///ncAbrrpJgBGjhzJl19+yfTp01m4cCEHHnggF1xwQZF6+fn5PPbYY0WO+dBDD/HUU09x8skns++++zJhwgR69uy57TdARERkB6QUizLm7suT62aWT0gdSKVUrEvbf7CZnQ6cA7QHZsZNu5vZ3Pg5J34uD7QAFhKCRMzseeBEYA1QHVgOZMXPqd/rC+K/qUAZoB0wLLahyDxhMc2hsMzM/gBcBtQB9jWzvkCP2N558fgbgQfj+t3xOKPN7EJC8P20mT0E9E2cqhkwg5LdS9r92tGZGYcffjhPPfUUTZo0YdmyZeTl5fHOO+/w0EMP8fHHH1O+fPkidUrbNnPmTGbOnJmxNzc7O5s2bdrwwAMPcNZZZ3HPPfcwdOhQevbsyf777w+E2S7y8vIK2wEwduxYdtttNw444IDCYx1yyCHMnTuXL774gl//+td0796dxo0bb+e7IyIiUjbUg1yGzKx8ooe3tP2yYm9wOTPrR+ixrQzMcff6wPHA0tib24wQYDdy93ruvjAeJh/A3c+Lva+NgIpxvwbuXs3dvyvh/JWBY4E3YwpHse9NbGPFuHoPcAHwubvXI/QYfw8cAyxKVHsE6GNm+ybK5gOnmtkhQEtgsZmdZWZLge7ArWb2jZm9F89bycxmmNmnwFhgvJndFVNBKsdUEyM8NFQ2s7wt3e//hXfffZfrrruucL1ChQqYGeXKlWPOnDl06dKFhx56qEhQCpS6DWDEiBGcfvrpRQLn559/nnvvvbfIuVL5wgUFBSxcuLBw27ffhkyZ/PzCdG9GjBjBWWedVexcWVlZrFmzhhkzZtC3b99tvAMiIiI7LvUgl603gF9kipHN7Ja0oilAb0Kg2hr4G3A48AGwEhgU9ysAeplZOXcvYPtoQwjGvzKzbwjBZgFQhRB4ryU8bM0Ajnb3DWZ2HPBqDKYbAV8BzYEJQEcAd59mZk8SUkrONbMTgafiNfyD0AP+ESG9YyhwFSGVpDHwUGzbWkKP+AZCTvIHwEXAzcDV8VgVgbfj/l8SHiLK1L777sujjz5K06ZNOfXUU/njH//IySefTPny5Tn99NP55S9/SadOnVi1KmSGVK5cmXXr1pW4LfUdGj16NN26dStyrmbNmtGjRw/23nvvwinazj33XABat27N3XffTb169ahYsSKDBg3imGOOYbfddiusP3r06ML5lNPdfPPN9O7dmz333HM73yEREZGyox7ksnU2IbWhalyqEfJo5xFyj5PlJ7j7GKCduy8jBIR7m9lVhAFr15rZOkKw3B9YZ2Y3p5/QzK6Ng+7mElMxzOxbMxtfSjsnAXlmto+713X3mjEveThwi7vXimVHJ+q0JfToNibk/9YF1rr7nERbygH9gFTyaj4wNfZu9yQExceyOeXjOGBq/OwQ0jvcfQGwFBhI6JWe7u5/cPeK7l6ZEBS3juslBsexl75aaiHc+59E3bp1GTlyJPfffz8HHngga9as4emnn+att95i+vTpPPbYY1StWrVwmTdvXqnbANauXcuECRM45phjipzr0EMPZfDgwVxzzTW0aNGCvfbaq7BHuVevXnTu3JnbbruNiy66iOrVq/Pss4VjQpk1axYLFizgyCOPLHYN7777LpMnT+b666//qW6TiIhImVAPchnKkH98MiHAXQV0cPdhGeq4mfUiBItvx/2HuXu3mOub6+43mtkQQp5xev17CCkQxID6IOAm4I5S2vmNmT0LXA9cZGaXEXqwU+3uAHzn7p/E9TzCAL0JwBnAZOBkYGLaodsRgtpT4npBqG73AicA1wKVEvvnEILdIixM+fZMrDMJ+KeZHevuK0q6phLcBKT33P9k2rVrx2effVak7Je//CUlzVzXqFGjErcBVKxYkfXr12fc1rVrV7p27VqsPCcnh/vvv5/7778/Y70mTZqU+Ia8Nm3a8M0335TYHhERkZ2VepB3EGaWBdwGPEwYmDbAzHbPsN8FwO+AW4HdiT2pP5S7ryIMmDtkC7v+G2hpZvsTgtqcxLb2hAFyKQWEVIeRwOnAm4TA9om4PZswG0dn4MvEbBSVCbnK04DzgUcJAXYqB6UaMCt+NgAzq0kIxKsSguPXCekcv97ixRd3J6FHP7XUL313ERER+TlSgLzjuJcQlD3m7qOAfwLD4wA5IMxLTJjqrD2hlznVtdfVzJYR5h2+Kn4u3l0YjrEqNY8xsDb+2x14zcwyBpVmdgchx/lF4EpgiLvPTuxyG3CYxfmTY8/tycC3wK+A9919hLu/FPd/jjDbROd4PSkNCAHyYuC1eK6JhGAaQm/35/FzhXiu72PbzmBzj/nZ7p7KUd5q7r7e3VekFkLvvIiIiOxilGJRxsxsN8Jcwe2A42KPLkA3Qg7vBDM7z90/c/exZnaMu680s4PYnI9bUopFUjaAu1fZQnsuY/ODU+rVaO8A7wKzCT3JBybruPtCM3uMECiPThUT8qg/Bl4xs5PdfVLc9hEwDrjP3ackDrU3YaBfBeA8wuwcDwC/ILxwZDzQifAgcW7i/E/HtqeKNphZBXdPTlOXur4swpsJM765UEREREQ9yGXEzGqa2XXAZ4RZFY5w98KE1Jif3Br4FJhqZu+Y2T5ANTPrQXghxti4+zmxJ/gqoGf8fE7aKcuz9VIPTuVjW9529zcJs2Y8CXxjZicRXg6Smg9sIPBinLquFqG3uRxhkN3dwJo4TV1n4F+EwLlP2nlPJvScvw1cDpwFtCKkgDwTr3cDIXXjzAzttri0B5aZ2bLYm54HvB0/LwcGb8O9EBERkV2MepDLThbwS8IUZ4Mz9XbGF3JcaGaPAL9w95lmdjUh/7iPu083s3bASHfvlqwbe5ArJorKE1I2tvQijb1JC5AT7Rkej2GEadaWE6ZjI+YR94/nvivWPcfdC8xsOGG2ilMIvcO3pKdAmFkl4Bs2B8hTCT3Hqena/g70dPf1ZtaaMCezpR2nEpDj7q9SdHCfiIiIyFaz0kbFy44nBpL57r4+rlcByrv70q2ot247zo28pXNtcPdNcT2b0PP8DiGYz5jbGwNeT87hbGZ7Aw3dfVzavnsQXqm9PMOhttd1VAOWN7hqBOVytm+8Pbd/h+16PBERkR3JihUrqF69OkD1HzCrVJlTD/JOxt3XpK2vKmnf0ur9lDK0cRNbMatEfGU1ySA+DgacnWHfhellIiIiItuDcpBFRERERBIUIIuIiIiIJChAFhERERFJUIAsIiIiIpKgAFlEREREJEEBsoiIiIhIggJkEREREZEEBcgiIiIiIgl6k55ICVJv0lu+fDnVqlUr6+aIiIjsNHb2N+mpB1lEREREJEEBsoiIiIhIggJkEREREZEEBcgiIiIiIgkKkEVEREREEhQgi4iIiIgkKEAWEREREUlQgCwiIiIikqAAWUREREQkQQGyiIiIiEiCAmQRERERkQQFyCIiIiIiCdll3QCRHd2KFSvKugkiIiI7lZ39/zvN3cu6DSI7JDNrBMwp63aIiIjsxOq7+9dl3YhtpR5kkZJ9H/+tD6wsy4aUsarAfHQfQPciRfch0H0IdB8C3YcgeR8AFpRhW34wBcgiW7bS3Xfu34p+BDNLfdyl7wPoXqToPgS6D4HuQ6D7EPxc7oMG6YmIiIiIJChAFhERERFJUIAsUrL1QL/4765M92Ez3YtA9yHQfQh0HwLdh+BncR80i4WIiIiISIJ6kEVEREREEhQgi4jINjGzPDM7ysxqlHVbRER+CgqQRaRUZlbLzObEF6fskszsl2Y228w2mdlkM9u/rNtUVszsXGAu8DgwP67vssxstJl1K+t2lBUze8DMPLHMLOs2lSUzu8vM/l7W7SgLZtYt7buQWrqVddt+CAXIIhmY2UFm9k8zW2pmd1tiYsddiZnVAl4FGpVxU8qMmTWB/2/vzqPtKuszjn+fTIQQEsJQVIYwNSBh0CUgFEUQEJRlBEppCxVKhS5ABRSxLBaUZUutUKAWKiCKWhYg4kCBgAxaByjQBlg2zHMooZQyBQjzTZ7+8b6HbE7uDfeS5O4k5/mstde6e589/PZJ7t2/857f+758HzgeWAd4gJIc9hxJE4FzgJ1sbwl8HviHdqNqj6QDgT3ajqNl2wB7AZPq8sF2w2mPpK2AI4Gj246lJZew4P/BJGA94BngxjaDereSIEd0kbQScBVwO+WP/+bAn7cZU4supfzR62XvB463fZntp4Bz6d0kYAJwjO2Zdf0OYI0W42mNpNWBM4D7246lLZJGAVOB39qeU5eenEFO0gjgfOAfbT/SdjxtsP1G4//BHOAg4HLbD7cc2ruSBDliYZ8EJgJfrr/YJwCfazek1hxm+6y2g2iT7em2z29s2hR4sK142mT7cdsXA0gaDXwJuLzdqFpzBuXeb207kBZtSckjfifp1Vpusn7bQbXkcMr7MUvSNElj2g6oTZLGUlrSv952LO9WEuSIhW0N3Gr7lbo+k9KK3HNsP9p2DMuS+tA7Fjiv7VjaJGlr4H+BPYGjWg5n2EnaBdgV+GrbsbRsc0oL+meBrYA+SitqT5E0njLu7yPAZMoHx5skrdxqYO06APgP27PaDuTdSoIcsbAJwFuJoctg4fPSYz8oD8GX6dEa5IaZwCcoLek99V7UlrFvA0f0ajlBh+2LbW9j+xbbD1Lqb3eXNKHt2IbZvsAqwC62TwZ2B1alfHDoVYeznDckjGo7gIhlUB8LzwD0GjAOeH74w4llgaSPUzqlbW/7zbbjaVP90Hi7pIOBhyWtVmsOe8FJwAzbV7cdyDLo/ygNb+8FXmw5luG0LuVbx2cAbPdJmgls0m5Y7ZC0CeXeb2g7lsWRFuSIhT0HrNW1bVXgjRZiiWWApA2BHwKft31P2/G0RdLHJDVHrXgDMDC/pZDacADwGUlzJM2p6+dIOqfdsIZfHeHngMamHSj/Fx5vKaS2zAa6yykmA0+0EMuyYH9g+vLekJAW5IiFzQAO66zU5GglSuIcPabWEU4HrgAur/WGAC/XltRe8gDwl5IeBH4OnAJcb7uXWgs/ytufnadTOur9oJVo2vVfwCmSngJGAmcDFzb6b/SKq4GzJR1O+VuxL6UvS6+OEb4nK8DvQ1qQIxb2W2CCpEPq+gnAL2zPazGmaM8nKJ2RDgNeaiyT2wyqDbafBPaj9E6/m1J2dFCrQQ0z27Ntz+oswFzgmc7X673E9kXAj4CfUr5huRb4QqtBtcD2s8CngIMpHyKPBva33Wst6Z0GhQ8DN7cdy+JS7zWARLwzSdMof/BfpXxluHMvf7UeERHRS5IgRwxA0nuAD1E6XzzbdjwRERExPJIgR0REREQ0pAY5IiIiIqIhCXJEREREREMS5IiIiIiIhiTIERERERENSZAjIgJJUyWtXn8eW6eRfqdjRkj6hqQpjW3jJI1orI+sY6MONZ7RA2zfqI4w09y2h6SVFnGu7SRt1BXT/s042zbQ/Ua0QdKakh6VtMEg9z9J0lOS5kq6UtKaSznEpW6Z+eMQERGLpyZ9P+4kfpImShpZf+6r65K0Wj+H/z1wZv25DzhW0kcWdT3b84G9gR0bm38HzJL0kqTngEeBS4Z4H58Ebhjg5T+jMUuXpPdRZi/7g0Wc8kTg/Mb6SsCpwKFDiWsw6oeGAZPdmpyP7No2Ffh3SWss6Xgihqomt9OBDQa5/07AHwM7AR+gzKp45qKOWR4kQY6IWAFIEvDXwF3AyJqk/ZAFM5u9XpdPA7dJGtM4dlNgL2BjSdOBfwWeAo6XNL0u10n6w7r/PpLuknQXsA7wjbr+LdtTbK8P/AI4wvb6tvcZwn1sD5zGwDP0nQaMabQiHwJcaftXA5xvdWA34JudxLROhXwSsG7XvhpsnIvwEeAFSXP6W4AXKO/1W2zfDfwTcE3z3yWiJZcytA+12wHX2L7f9kP12E2WSmTDKOMgR0SsACT9LXAc8AowCjiZkqT+Bvh94DHgvcCNwJm2L2wcewOwJrBL45TPAxsDzwGjgfGUKZVfkvRZYFfgX4Axtq+TtCNwpO0D6znvBPa2/fAQ7mEscBtlmt57ul6bWO+h2yrAm8AbwH/b3qrruOMoHxwmUR7ce9X9u40GPmX7N4ONd0mT9DVgrO2/aiuGCEkb2n5UkoEN65TqSNoW+GdgM+CXwCG2X6jf+JwF7EGZev1S4EbbJ7dyA0tIEuSIiOWcpG2A6yhTot/Z2D6KMhvk/cBsYAqwLfBL23PrPp+jfB06Bmgms1OB+4B5wDhgpu296zGTKS3HPwDOt31645pnA1tSSh5urpsPrS1L73QfhwBTbX+ln9dWAebaVl3fDLjW9gaN9+AnnfW6bRzwEDDC9nu6z9nY51UvgYdhfb9lu78EvLlfpyV7Xj/H3wd8yPYLixtPxOJoJsi1LOshSoL8feACYJbtQ+u+11ISZIAZwMdsvzr8US85KbGIiFjO2b4N+BJwraTHJD0paUNKMnwdpUXnJuB7wNeB7wLUDjinU+px77a9RWepp/5oXd+okxzX6z1GKW1YGfgTSY9IuqcmeJtRHpBHAhdREunBlg3sVWPtz/wa8yxJsygtWOs21q/s55ivUspKqMdK0k8lbdzY50RgZn/lFZIs6QODjB3gK8Ab9bgBF0qN92HdB9vuo37QGcI1I4ZD55uXr9Xf/9OBaQCS9gPWBzYHfg+4m/K7v1xLghwRsWK4BDgYuBfYiFKO8Dpwn+09OwtwNguSxscpnWvuArbsJJs14QS4o64/LumazoUkHUnpjHMFpTXpOeAvaoI3D7ia0or8MKWWef4g72Fd+i+jADCA7Q1qK/GuwOzG+rTmzrXF+YuUpJV6rCmlIvs1dt0auGGAFuRJwJ39bB/IWcAawKqUWuSX6s8bU96XVeuyGo2Ohl0eA9YbwjUjhsO6wFrA87WW/jJgrVoWdSBwru17bT8NHAPsO0Bn4OXGqLYDiIiIJWIPSovx2sBngP8BXgS2qp3pOiZRR4ioX/FfL2lvSmJ2VGO/n1OSyxfr+mhJO9i+Bfg2cCGlZvknlLrDbSXd0Th+R+CqId7Di8AE4Ol+XhvZz7YB2X5Z0g6U2uSmH1Fat0+t69sA3xzgHHOGeM1XKDXgnQ5/L9ueK2l8fX3uIE4zAXhyKNeNGAazgdspH6gBBEyktCqPoLQcd3TKmYb0O7usSYIcEbFiWI/yYBpHabE0JeGcaXv7zk6SDge27zr2BcrXos063UPqucZRHoDjWPDM2Az4MrAFpQf7K8AZwGTKgxPKw/O+Id7DvcAOvL0WumMk8FijdXs0sHZjHcpD/C22H9DC47heBXxH0trA2BrnTUOMczCmUmo2h2p74PIlHEvE4rqaUlaxHaXj70HAsZSW5RuB4yQ9AbxKaUG+2faz7YS6ZCRBjohYAdg+T9LOlLFLz7D9Wq2fHbAFueH9wAfrMpAzbXcSty2BDSmlHBdQRpKYC+wD/KpeY5zt2bW0d7CTYFwEnCvpkjrGMgAqE428SUnMO6ZQkt3mtk5pRZ/t1+mH7afrCBu71023LqXORPsy8FjO/ZK0NfA+27cvhXgi3jXbcyRNY0EnvbuBabb7asfc9ShDJ64J3EL5gL1cSw1yRMSKZTwwXdLH6/rMrs53p/RzzAjg15163u4F+DWltRUA25dS6m2vsL0N5WH4Wi3ZOJpSevFdSSdQOgUOqiXV9gxKK/LfdL10JqXO+ZnGcgvlodzc9iylNfyL3eeuHfQ6rdtHURL53eq9vbVP1zGrqWtSj8GQtDulBvmCRezzp2rMMChpVUod+TFDvV7E0mBbnSHe6voM2x+2vYrt7Wz/Z93+uu2jba9jeyXbO9t+tLXAl5AkyBERK47JlNrfRyhfe3YnfGPqPt0d0gbzLOg+RpSOOHcBFzeutR1laLlTKWUZ36P0bh+sLwC7S3orkbd9hO2VbY/vLPU6jze31Qf3KEq5R8foen+bAvMl9QH/Rqm5Phg4SWWWwb4aa9PzlNbyQZO0K/Bj4HjbT9TN8yiTt0yp+2xBSYY3qutrUb62vsj29UO5XkQsHSmxiIhYcTwLnNaZaKLZQln9HSUBPbJr+0TgjyTtNsB5J7FwXfBY4Ge2D1WZ/e5bki6jDP22V+2wdqKk+ZTOg4MqG6gTD+zCgjFVBzKeAUo3ukakmFD3ux8YXUfaWEhtPX5ba3FnzOXBknQqpS7zZNtnN17qtHjfXxup+4DzXGbQA3gZOMX2z4ZyvYhYejJRSEREjxioPrcO1TSiJrWLc/6JvTzBhaQ1gCl1pI+IWI4lQY6IiIiIaEgNckREREREQxLkiIiIiIiGJMgREREREQ1JkCMiIiIiGpIgR0REREQ0JEGOiIiIiGhIghwRERER0ZAEOSIiIiKiIQlyRERERETD/wP179Ys2mG2pAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制销售总额直方图\n",
    "plt.figure(figsize = (6,4),dpi=100)\n",
    "plt.title(\"销售额排行前七的店铺销售情况\")\n",
    "plt.xlabel(\"销售额（单位: 元）\")\n",
    "\n",
    "for i in range(len(zonge)):\n",
    "        #  xy 即为在图上的坐标  text 为内容\n",
    "        if i==6:\n",
    "            \n",
    "            plt.annotate(text=int(zonge.values[i]), xy=(zonge.values[i]-5000000, zonge.index[i]))\n",
    "        else:\n",
    "             plt.annotate(text=int(zonge.values[i]), xy=(zonge.values[i], zonge.index[i]))\n",
    "plt.barh(zonge.index.values, zonge)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "id": "db299298",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x2099f9b1ac0>,\n",
       "  <matplotlib.patches.Wedge at 0x2098ca8e850>,\n",
       "  <matplotlib.patches.Wedge at 0x2099f6ee550>,\n",
       "  <matplotlib.patches.Wedge at 0x2099f6ee1c0>,\n",
       "  <matplotlib.patches.Wedge at 0x2099f6ee7f0>,\n",
       "  <matplotlib.patches.Wedge at 0x2099f8c1760>,\n",
       "  <matplotlib.patches.Wedge at 0x2099f8c1d00>,\n",
       "  <matplotlib.patches.Wedge at 0x2099af03940>],\n",
       " [Text(0.16241772344523966, 1.188957729740997, '阿里健康大药房'),\n",
       "  Text(-0.9798710089704945, -0.49985278410662615, '天猫国际进口超市'),\n",
       "  Text(-0.14229670824229293, -1.09075737303188, '天猫超市'),\n",
       "  Text(0.3406193968784486, -1.0459342362071156, '阿里健康大药房海外店'),\n",
       "  Text(0.738903717157048, -0.8148750191112115, '康恩贝官方旗舰店'),\n",
       "  Text(0.9585208209144708, -0.5396645586597744, 'ChemistWarehouse海外旗舰店'),\n",
       "  Text(1.0422508885291224, -0.35172870988910615, '天猫国际妙颜社'),\n",
       "  Text(1.0901647151319873, -0.14676816371813503, '其他店铺')],\n",
       " [Text(0.10827848229682643, 0.7926384864939979, '45.7%'),\n",
       "  Text(-0.6235542784357692, -0.3180881353405802, '23.7%'),\n",
       "  Text(-0.09055245069964095, -0.6941183282930146, '7.2%'),\n",
       "  Text(0.21675779801355816, -0.6655945139499825, '7.0%'),\n",
       "  Text(0.4702114563726668, -0.5185568303434982, '6.5%'),\n",
       "  Text(0.6099677951273904, -0.3434229009653109, '3.8%'),\n",
       "  Text(0.6632505654276233, -0.22382736083852203, '2.2%'),\n",
       "  Text(0.693741182356719, -0.09339792236608592, '3.9%')])"
      ]
     },
     "execution_count": 300,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Kz43CpFcP9RuLyZa6IGw4HyZ1/3xn34PJAns50FDSsipgDKbI30E4CkiViFRQV4vHh6k3A+b7M15ECp1zicBzmERqiMjNwK0Rw8YAK0QkvHbPz1T12QZktFi6NVYJsVgs4YRSrh+HSX/eXKIVxIsksu7NucBXqvqqiOzApHYvBI4HpgE3qeoFIrJBRHxhydwqMCn1ZwJeVa0WkVmYzKrTWyBzEChuqAigqtbiVE520sHHYhSXAapaKSLTgB+p6oUNjJ8IvK6qNzUkgIg86oxrsfRIrBJisViiMRv4B4Dz1l6MKRJXo6oDorSvBe4Tkb87+wOBZ0QkZP3oC7wV0ec66qoCn4Gp4XIZcAumHlAvEVmJqWb8FkYxCc2lwFTgScdSkQIMFJGlTpuxwAWqmutcQxowCCihTtHqj7F0hF9PApAM7IgoA3ALRjEbFybz2cD+KPciRGNVl1vTzmLpdlglxGKxRDIIUyQwz9mvcvbTgc8a6BML3NCEOyY87mMWMAxY57g9LnG2FcCLwLGYSriXA8tUNaSAgLFg1GJcN36MQnIEcDGQ47T5G3CCiBSp6nxMQbv/YtxGoTTRMRiFY23Y2F6MAnQZxk2EiKQCt2Eq/2YClSKyB7gGWCgif3D61qqqP0LOi51rDSeO+pajl7FYeig2MNVisUSyA3gH8+CF+m6UqK4LjAXh304waz5wFPBK2P43qF8d90jgL87nE4ERwMfAVRiLyJ+d468DKyPmisU8xOOcMROcz56wfcEoEzEAqpqrqkmq6lPVdFVNB252xpsYOqaqqaoaF4rREJE4TDXef2EqNT+KsYbcBuwEFmJiXRT4QYScMZjChBNCG6aC8cqw/YnAWxHVmy2WHoO1hFgslmjcCiwSkbuosxw0iKoeH74faQmJ0v4fIpIJfBP4BOOumQNsxFg3Dge+DvwOiBWRjDD3SC+gFKMU3IOxbqRi3Cuh+IvewAcNze9wDkaRuAH4eQNtvgZ8G1gD/Bj4K8alcxsmMHepc719MVabcBKA74jI2c7+QEzMS4UT2AtGWYoDfgQ804isFku3xFpCLBbLQajqBsyqkamYB+WXwOc08J0hIgMdq0FURCRBRDIaOP1/wBUYl8oGjDuoF+YhPgDoh3lQh8gEtjttblHVo4FrMYGgLzv7l2MUh4bkGQuciolFucbZj8Yrzjw/w6zG+TPGTfUjYHxY3o8ETMBsOP2AP6lqpqpmOv0uCu0723BVHaiqVgGx9EisJcRisUQyXER+iVEGNmK+J8ZiYkKWRDZ2cmNswLzhh6wmPow7psbZjwFeAq6MMt+zwLvAPmeen2FiMzKAbIziIxhXCJj4jqWYoNDHRSQbY834Avi6iCRhlIvzo12cE4PyIHCnqq4QkRzgERGZpar1VvmoqorIlcAfHflfAN5U1QdE5FggV0RyMUpIVf2ZGAt8EDbnEOBVEYkMRD1dVRuKtbFYujVWCbFYLJEkY+IxTlPV7SIyBxN0uUtEhkQ2VtUAkBR+rCl3TET/1c6qFsE8tCdiVsLc4CzR9eJ8VzkKxiWYwNGFwFPAr4DHMa6dSzEWi3+oal7kXCISj1FmYjGuHjCrgM4AnhORi1S1MqJbIiZ+ZSmwDtjkyP2Zc28GOrIfUGCcBGvTgO84h74ObHLiQEJtPJilxgfJabH0FKw7xmKxhBMLrFbVr6nqAgBVvdXJmQGQKCJjMDEXpSISKyIZIpLqZDdNEZEUnGRh4cecNuEumVAOjjGYB/ZAjLVhPOahjjN/ALMEF4wysBuYh1FCjsCsookHqhw30gnAJSKyVEQuCo0jJrvrQmACcF7ompzxLwRGAx+Fu2YcC8azmFVBYzHxKv8Lk+1XqroCGE59d8zVwGJV3SMmnfy/MBaecCYDJaq6J+pvwmLpAVglxGKxhBPfxPkzMdaKB1S1ELMKZj8mfmRX2HYEZknsrogt3J2TSp2b5VrgaIwScofz81wRKXJyjTzl9HkV+J6q1gCXqOo3MCnbL8SsYkFV1ztyzQnNJyKPYVbfrAROUNXd4Relqvsw2VtLMBlNZzqn+gDLMNaWDEzw6KWhfiLSV0S+BJ6mbkmvF6OE3CUi38FYZv4QlrNktohsAeZj3DsWS49FVJsMfLdYLJaoOA9cCbOUtGaMWEepiHYuBuOKCTTUpplzTACGqur/mmjnAb6hqi+EHUtV1ZJG+kzCuFpKwo6lq2qozsxkVX0v7FwMJvHZ5rC09xZLj8QqIRaLxWKxWFzBumMsFovFYrG4glVCLBaLxWKxuIJVQiwWi8VisbiCzRNisXQiMrNzBwAjMYmtUpwt2dlSIn6GPgsm30Sps5VF/Az/vBvYDGzLy8lqdTCpxWKxtAU2MNVi6UAys3PjMMXaRgKjIn6OJCLpVzsSwBSq24zJivqVs30JrMvLyYpMQW6xWCxtjlVCLJZ2IjM71wtMwSTPOgGzLHM4nd8Nqhjl5HNMbo1PgCXWcmKxWNoaq4RYLG1EZnZuBnA8dUrHsRiXSXegHJM19GNnW5CXk1XoqkQWi6XLY5UQi6WVZGbnJgNnYeqOnIgpPy+Nduo+KLAKo5B8COTm5WQ1mNDLYrFYomGVEIulBWRm5/qAczAVWs/AFDezmAqy7wDPA69YK4nFYmkOVgmxWJogMzu3L3AepkrrKZgib5aGqQHew9RFeSkvJ2ufy/JYLJZOilVCLJYoZGbn9ge+jVE8ZuBUfLW0mFpgLsZC8lJeTtbuJtpbLJYehFVCLJYwMrNzjwduBi7AWjzamlpMddy78nKy5rstjMVicR+rhFh6PJnZufHAxcBNmBLwlvZnCXA38FReTlaV28JYLBZ3sEqIpceSmZ07FLge+D7Qx2Vxeip7gQeB+/NysmxZe4ulh2GVEEuPIzM7dxbG5XIuNtajs2BdNRZLD8QqIZYeQ2Z27slADiaJmKXzsgj4ZV5O1ttuC2KxWNoXq4RYuj2Z2blTMMrHGS6LYmkZ7wLZeTlZX7gtiMViaR+sEmLptmRm544E/gBcRM/JZNrdUOA5jGVkg9vCWCyWtsUqIZZuh5Pj41fANdhltt2FGuAB4Hd5OVl73BbGYrG0DVYJsXQbMrNzU4HbgB/TfQrHWepTCtwO/D0vJ6vUbWEsFsuhYZUQS7cgMzv3MszDqa/bslg6hD3AT/Jysv7jtiAWi6X1WCXE0qXJzM4dAcwBTndbFosr5ALX5uVkbXdbEIvF0nKsEmLpkmRm53oxbhc/kOSuNBaXKQJ+nJeT9W+3BbFYLC3DKiGWLkdmdu4RwGPA0W7LYulUvAV8Py8na6vbglgsluZhlRBLlyEzO9cD3Ar8Hoh3WRxL56QYuC0vJ+sBtwWxWCxNY5UQS5cgMzt3FMb6caLbsli6BO8BV+flZOW5LYjFYmkYj9sCWCxNkZmdezGwDKuAWJrPKcCKzOzcS9wWxGKxNIy1hFg6LU7w6d+AH7kti6VLcwfGRRNwWxCLxVIfq4RYOiWZ2bl9gGeB2W7LYukWfAB8Oy8nK99tQSwWSx1WCbF0OjKzc4/ElHUf5rYslm7FFuAbeTlZi90WxGKxGGxMiKVTkZmdeznwMVYBsbQ9w4CPM7Nzv+u2IBaLxWAtIZZOQWZ2bgzGd3+T27JYegR3YxKc1botiMXSk7FKiMV1MrNz+wH/BU5yWxZLj2Ie8C1blddicQ+rhFhcJTM7NxOT02Gky6JYeiabgFPycrI2uS2IxdITsTEhFtfIzM49DPgIq4B0eoI1lQQqit0Woz0YAczLzM4d67YgFktPxFpCLK6QmZ07EXgH6O+2LF2V3c/9muRxJ5Ey8VT2vPA7KtZ/duBcwvDJ9L/oj432z8+9g7KV7x10fPB1D1O66gNKFr1Kn3NuI3HEVEqWvU1i5hRifP3a/Do6CXuAU/Nysla4LYjF0pOIcVsAS88jMzv3aEyxsV5uy9JVKV31AZWbFpM8zoTRVO9az8Cr7iEmtY9p4Gn6X7vX6dfT65TvH9iv2r6W/e89gDe1D6XL3qb3mTdRuuxNEkdMJVC8tzsrIAD9gA8zs3PPzMvJ+txtYSyWnoJ1x1g6lMzs3BmYGBCrgLSSQEUJBR88TEyvIQDUluSDKnF9M/EkpJgtLqHJcTyxCXXtE1IoXvQK6dMvQTxeAGL7jSRYWULltjXEDz68Xa+pk9ALeDczO3e624JYLD0Fq4RYOozM7NzTgDeBNLdl6coUvP8wSWOOJ36QCWOo3vkVqkG23Xs5W/5xPntf+QuBytIWjVm18ytqi3aRNC60QEkJlhUgcUlUblpMwogj2/gqOi1pwFvO36rFYmlnrBJi6RAys3O/DrwGJLktS1emcvNyKjcvI2PWlQeO1ezbRlzfEfT71m8YcNnt1BbtpnDuoy0at+SL10id8jVEzFdC4qhj2PXUz0kYPhlPUhoi0paX0dlJAl7LzM49x21BLJbujlVCLO1OZnbuecALQLzLonRptLaafW/dQ68zbsATX6fL+Y7/Nv0v+gNx/UYS1zeTjJOvovzLT5o9bqCihPJ1C0meVPfy3/v0Gxj6gydBg8T1G8GOh65n//sPten1dHLigRczs3PPd1sQi6U7Y5UQS7uSmZ17PPAUNgj6kCn85BniBo4hadQxjbbzJvkIVhSjtTXNGrf8q09IGDoeb0JKveMSl0iwspSK9Z+RMuk0KtZ9SrC6otXyd0FigCczs3NPdlsQi6W7YpUQS7uRmZ07BngVSHRblu5A2eq5VKxbyJY7L2TLnRdStnou+9++n11P/5zKbasOtKvavhZPcjoSE9usccvXzifpsOMPOl6x8QsSRxxFoKKE2P6j8Kb0JtjCWJNuQDzwcmZ27mS3BbFYuiP27dTSLmRm5/YF/gf0cVuW7sKAS/4CGjiwX/D+w8QNOhwNVFPw3kNknHI1wfJiCuY9RuqUrx1oF6wsReISD6x6CSdYU0Xl1hX0OuPGg85Vb19L+kmXUfblfGoLdhAoK8ATn9w+F9e5SQP+l5mde0JeTlae28JYLN0JawmxtDmZ2bmJGAvIKLdl6U7EpPUhxtf/wCZxiXiT0vAddwGxfTPZ89xv2P/2faROzcJ3woUH+m3950XU7N0cdcyq7WvwJKQQmz6g3vFAeRExGYMASD5iFkUfP03C0An1YlF6GAMxq2Z6uy2IxdKdsBlTLW1KZnauBxOEep7Lolgs7cE84LS8nKxqtwWxWLoD1hJiaWvuxCoglu7LScC/3BbCYukuWCXE0mZkZuf+GLjZbTkslnbmiszs3Gy3hbBYugPWHWNpEzKzc88FXgJ6VFYrS49FgfPzcrJeclsQi6UrY5UQyyGTmZ07DFgGpLssisXSkRQDU/Jysja5LYjF0lWx7hjLIZGZnevFJCNLd1kUi6WjSQOezszOtakOLJZWYpUQy6HiB050WwiLxSWOA37nthAWS1fFumMsrSYzO3cW8B5WmbX0bIKYZbvvuy2IxdLVsEqIpVU4SZuWAYPdlsVi6QTsACbn5WTluy2IxdKVsG+wltbyCFYBsVhCDAL+7bYQFktXwyohlhaTmZ37A+Act+WwWDoZ52Rm597kthAWS1fCumMsLSIzO3cK8CmmuqjFYqlPJXBcXk7WcrcFsVi6AlYJsTSbzOzcWGAJMN5tWSyWTswaYGpeTlaV24JYLJ0d646xtIQfYhUQi6UpxgE/cVsIi6UrYC0hlmaRmZ07GFgLpLgti8XSBSgHxuXlZG1xWxCLpTNjLSGW5nI7VgGxWJpLEvAPt4WwWDo71hJiaZLM7NzZmKRkFoulZZyWl5P1rttCWCydFauEWBrFCUZdhvFzWyyWlrEWmJSXk1XjtiAWS2fEumMsTfEjrAJisbSWwzEB3RaLJQrWEmJpkMzs3CGY5YY2FsRiaT2lwNi8nKwdbgtisXQ2rCXE0hj/wCogFsuhkgL83W0hLJbOiLWEWKLiVMj9wG05LJZuxKy8nKy5bgthsXQmrCXE0hB+twWwWLoZf3RbAIuls2GVEMtBZGbnTgdmui2HxdLNODEzO9f+X1ksYVglxBKN/3NbAIulm/JLtwWwWDoTNibEUo/M7Nyjgc/dlsNi6cYcm5eTZf/HLBasJcRyMNYKYrG0L9YaYrE4WEuI5QCZ2bmTgKWAuCyKxdKdUWByXk7WCrcFsVjcxlpCLOH8EquAWCztjQC/cFsIi6UzYC0hFgAys3PHAquxiqnF0hEEgcPzcrLWuS2IxeIm9oFjCfEL7N+DxdJReIBst4WwWNzGWkIsZGbnDgS2ADFuy2Kx9CBqgJF5OVnb3BbEYnEL++ZrAbgMq4BYLB1NLHC520JYLG5ilRALwJVuC2Cx9FCsEmLp0VglpIeTmZ07DTjcbTkslh7KmMzs3BPdFsJicQurhFisFcRicZcr3BbAYnELG5jag8nMzk0EdgFpbstisfRgioEBeTlZFW4LYrF0NNYS0rP5JlYBsVjcJg3zv2ix9DisEtKzucJtASwWC2D/Fy09FOuO6aFkZucOAzZhFVGLpTMQBDLzcrK2ui2IxdKR2AdQz+Vy7O/fYukseIDvui2ExdLR2IdQz+UytwWwWCz1sDlDLD0Oq4T0QJxidWPclsNisdRjTGZ27mFuC2GxdCRWCemZnO22ABaLJSpnuC2AxdKRWCWkZ5LltgAWiyUqVgmx9Cjs6pgeRmZ2rg/YiymeZbFYOhdlQK+8nKxqtwWxWDoCawnpeYwCtrsthMViiUoyYGvJWHoMVgnpYeTlZC3Oy8kagSladwvwBlDurlQWiyUM65Kx9BisO8ZCZnZuPDAD8+V3BjDRXYkslh7NkrycrCPdFsJi6QisEmI5iMzs3MHA6RiF5DSgl7sSWSw9CsUUtNvjtiAWS3tjlRBLo2Rm53qAY6izkhwHeF0VymLp/lyWl5P1hNtCWCztjVVCLC0iMzs3HTiVOqVkqKsCWSzdk//k5WTZNO6Wbo9VQiyHRGZ27jjgTIxCMhNIcFcii6VbkOcEkFss3RqrhFjajMzs3ASMIhKykhzhrkQWS5fGl5eTVey2EBZLe2KVEEu7kZmdO5Q6heRUIN1VgSyWrsWMvJys+W4LYbG0J1YJsXQImdm5XuBY6lw3x2Dz1FgsjXFTXk7WvW4LYbG0J1YJsbhCZnZuL4x1JKSUDHJXIoul0/FgXk7WNW4LYbG0J1YJsXQKMrNzJ1CnkMwA4t2VyGJxnYV5OVnT3BbCYmlPrBLSU/D7YjEP9/n4izp1cazM7NwkTIBrSCkZ665EFosrlAFpeTlZQbcFsVjaC6uE9BT8vhnAPMwX24fAm8Bb+IvWuSlWc8jMzh1OnUJyCpDmrkQWS4dxWF5OVqf/H7VYWotVQnoKft9vgV9HObMReMvZ3sdfVNKhcrWQzOzcGGAadUrJUYC4KpTF0n58Ky8n63m3hbBY2gurhPQU/L75NF0ivAZYQMhKAkvwF3XqP5DM7Nw+mPo2Z2Lq3QxwVyKLpU35Q15O1q/cFsJiaS+sEtIT8PtSgP1AbAt77gHexigkb+Mv6tQFtTKzcwWYhLGQnIlRuuJcFcpiOTReycvJOs9tISyW9sIqIT0Bv+9rQO4hjqLAUuqsJJ/gL6o5xDHblczs3GTgZOqUktHuSmSxtJgleTlZR7othMXSXlglpCfg9/0B+GUbj1oCfEBdgOvGNh6/zcnMzh1JnUIyG0hxVyKLpUl25OVkDXZbCIulvbBKSE/A73sNOLudZ1mPsZC8CXyAv6isnec7JDKzc2OBE6hTSqZgA1wtnY9aIC4vJ8t+UVu6JVYJ6Qn4fZuBYR04YzXwMSGlxF+0rAPnbhWZ2bn9MIGtoQDXvu5KZLEcoG9eTla+20JYLO2BVUK6O36fDyh0WYpdmADXN4F38Bd16i9UJ8B1KnVWkuNpeVCvxdJWTMjLyVrlthAWS3tglZDuTl2Sss5CEFhMnevmU/xFte6K1DiZ2bmpmBiSkFIywl2JLD2MU/Jyst53WwiLpT2wSkh3x++7EbjHbTEaoQh4nzrXzWaX5WmSzOzcMRiF5AzM6ptkdyWydHMuzcvJesptISyW9iDGbQEs7c4ktwVoAh/wDWcDv+9L6qwkc/EXlbsnWnScNNrrgHsys3PjgOnUWUk6+/22dD36uy2AxdJeWEtId8fvW4BJc94VqQI+os5KstJleZokMzt3ICaw9QxMJtc+7kpk6Qb8JS8nK9ttISyW9sAqId0Zv0+AYrpPPozt1GVwfQd/0X6X5WmUzOxcD6a2TchKchzW+mhpOY/m5WRd6bYQFkt7YJWQ7ozfNwqTv6M7EgQ+p8518xn+ooC7IjVOZnauD1MFOBRPMtxdiSxdhDfycrKy3BbCYmkPrBLSnfH7vgG86LYYHUQB8B51rpttLsvTJJnZuYdTp5DMAhJdFcjSWXkvLyfrVLeFsFjaA6uEdGf8vp8Cf3FbDJdYjVFI3sIEuFa6LE+jZGbnxgMnUaeUTHBXIksnYm5eTtYst4WwWNoDq4R0Z/y+vwO3ui1GJ6ACkyslZCVZ47I8TZKZnTuYOoXkVKCXuxJZXOTjvJys6W4LYbG0B1YJ6c74fY8Dl7ktRidkK3VWknfxFxW6K07jOAGux1KnlBwLeF0VytKRLMzLyeqqK9wslkaxSkh3xu97E/PQsjRMAFhIXYDrIvxFQXdFapzM7NwMjHUkpJQMcVciSzuzKC8n6xi3hbBY2gOrhHRn/L7FmBooluazD3iXkKXEX7TDZXmaxIknsRWAuy/BvJysareFsFjaA6uEdGf8vq3Yt+RDZQV1rpuP8BdVuSyPxWKxdBusEtKd8fsqgXi3xehGlAMfUmcl+dJdcSwWi6VrY5WQ7orf5wMK3Rajm5NHnZXkPfxFxe6KY7FYLF0Lq4R0V/y+McBXbovRg6gFFlCnlHyBv8j+c1ksFksjWCWku+L3nQB87LYYPZi9wDvUuW52uyyPxWKxdDqsEtJd8fvOA15yWwwLAAoso85KMh9/UY27IlksFov7WCWku+L3XQE84rYYlqiUAh9Ql8F1g8vyWCwWiyvYsuIWS8eTApzjbOD3baDOSvI+/qJS90SzWCyWjsNaQrorft93gcfcFsPSYmowsTwhpWSpDXC1WCzdFauEdFf8vu8A/3FbDMshsxt4G6OQvI2/aK/L8lgsFkubYZWQ7orfdwnwpNtiWNoUBRZTZyX5BH9RrbsiWSwWS+uxSkh3xe+7CHjabTEs7cfDW7/2bE3K+NhAalxygbdqUC2BEQhBTFG+0Ba5H21rThu32rkqm9/vt1+QFks7YpWQ7orf923gWbfFsLQPS+Pj1n7+ed9dQd/vU8qr3ysZnuBLGp5xVOXu+MqYjd7dwX1SmqmiQ92WsxuguKtI/cTv9+9q/8u0WNzBro7pvnTqcvSWQ+OujPTdI9Pxnrb8X75FR/1syrbq1Us2bX10fGps77JpvU/N659wTGqxp2LrOu/OvE2ePd4iKR+D0NdtubsggvmedOu78tcuzWuxdAhWCem+WCWkm1IDNYsS4scn9dJNaaVbx6QXrZ9bmD5+pid22O6S4if2z9317EyvxFQc7jtuxWTfsX2O9owap6jmS8m6r7w7d2zx7k0qo+pwhFS3r8XSJDapnaVbY5WQ7otVQropr6UkL1GRY3enkw8wceW/pnx04l/zxZPaP953Xd+a8jfnBqrXnLiq8OMZqwo/pl/CsFVTe59a2Ce2z9F9NW3MibVjCRKs3eEpWPGVd+e+7Z796VXUHIEQ5/a1WQ6i2m0BLJb2xCoh3RerhHRTHkz3BQH2+kgHiK2t8GVufvOjvMyvzRART1zyWTMDceNW1JS+lAE6ZE/llvFvbf838Z6k/Mm9Zn06POWIUR7xDhkS7D1xSLA3ADUEyrd48les8+4s2eUp7F9LYCyCx72rbBsqKyvJz8+nd+/eJCYmtunYRUVF+Hy+Nh0zCmXtPYHF4iY2MLW74vedBbzhthiWtqXQ4ymYMWxwMiJxnqAGnv5LQAQ8Cjpv+u1rAjEJR4TaarCyqLrkydUaLDo+YpjgiJSJX0zMmCEJ3pSjREQi56mkumCjd8+X6727qvOleGhQdES7X1wbs2rVKl577TV8Ph8FBQWce+65jB8/vsH2qsonn3zC4sWLqaioYPz48Zx22mnExcWxYcMGXnjhBaZNm8ZJJ51Efn4+O3bsYNKkSe15CdV+vz++PSewWNymy7/pWBpkj9sCWNqeB9LTViASBxD0iFeFfQACMmnlHCXsrUI8Cb543/eO98Yf8xFQETaMZ1PpimNe3Xrf0f/b/tCWXRWb5qpqYfg8CcRlHBEYMu3r1UefdFXV7BEXVp6w86iakfMzgskfi9LpV2tUVlbyxhtvcOWVV3L99dfzta99jXfeeafRPkuWLGHhwoV885vf5KqrrmLHjh3k5uYCsHjxYs455xyWLFkCwJo1azjiiCMaG64t2N/eE1gsbmPdMd2XHW4LYGl7XkhN6RO+Xx1DQUKNWfWSUbhufErptvmlqUOnh7eJTZoxwxt32PrqkmeAwOjwcyU1+4fP3fXccCeQdf5Y37G9Yz1x4yLnTSVx4NTAiIFTA8Ygsk9KNq7z7tyW59kbVyqV4xDa3S/REqqqqjjjjDPo378/AAMHDqSioqLRPsuWLWPatGkMHjwYgFmzZvH8888DUFFRwYABA1BVampqEBFiYtr963Nfe09gsbiNVUK6L7sxeQa8bgtiaRvWxMVuKPd46r1+l8dTnBC2fmLy8nvHfnzCn4sQqacUeGL6j45Pv6GiuuS/8zSw66TIsQNam7iq8OPpdYGspxT4YvseIyJR3QG9NXVk79rUkdM4DEWDu6Rw9VcxO/ds9eSnVVIzDqFtAzBaiM/nO+AqCQQCfPrppxx++OGN9ikvL68X4yEieDzGWBwXF0dZmQnPWLlyZaNunTbEKiGWbo91x3RX/EVBrEumW3FXRvrWyGNFyVSG78fXlPQdvH3u0mj9RWIT49MuOSkm8eQFQFFD85hA1kemv7LlntKNJcvnBjWwrTG5BPEM1IwjZtYcMes7VScdeWXVyZ5TqycuGR7o82GseleiBJp3hW3Prl27uP3221m/fj1nnXVWo20HDhzIl19+eWB/2bJljBw5EoDx48fzyCOPMGbMGAoLC8nIyGhXuR063B0TLT6oFWNcJyJHtYU8lu6PDUztzvh9iwD7ZdANCEDgyMyhe4MiA8KP3/Z84MNj1ums8GNB8dTOm357XtAbV8/1Uq9NoHBbdcmTBWjVxGZMH8xMmfDFxIyTJLGBQNbGqKa2eJN3z9r1np0VezzFgwMSbFCutkZV2blzJ2+99RbJycl8+9vfbrBtUVERTz75JAkJCVRVVbFnzx6uuOIKhg8fDtSttCkqKuKLL74A4OKLLyY2Nra9xH/Y7/df3drOInIdcJWqHhtxfC1ws6oeFCQjIm8Dj6vqE86+DygEYlS1WcqkiDwO1Kjq95po9zbwe1X9KOL4n4ACoDcwX1Vfb868lq6Jdcd0b3ZglZBuwVvJSUuCIkdHHt/jO9ia6dFgzPg1j5SsmHBtg+N5vOlD4n3XD6gpe+3DYM2Gk2jcKurJK115TF7pSlJje22e2uvUvAGJmZNEpFnmgDhi0sYGBh07NjAIgDKq9mzw7lq3wbs7uF9KR6jokOaM0xpEhEGDBnHeeedx1113UVlZSUJCQtS2Pp+P66+/nvz8fN59911SUlIOKCAACQkJrF+/noEDB5KUlARAXl4eY8aMaS/xW1UxWUR+BFwHpADpIrIyoslI4CERUeCm0ENeRIYAM4CrxQQ/1wIlQKAhBUREDgc+ov5S4kQgXkROcfa9QCpwuqp+5vT7BpAJfOq4/ELjBzAJ2iqBu4FjRCRWVW3Stm6KVUK6NzY4tZswJ90XNWnVrgyJNeVN6tM3f/nUxPI9CyqS+kUuzz2AiCcmLuXcWYHq9Utqyl4bCDqgobYhSmr2D5+3OxTIeuz8sb7jesV64lq0TCSZ+H6TAsP7TQqYB3yhlG1e5925ZZNnT0yxVByG0Lsl40UjLy+Pr776itNPPx0Ar9eLiNCUEUdEiI+PZ+PGjVx11VX1zpWXl5OQkEBlZSW9e/c+cKwd2dKaTqp6B3CHiFwNfEe1vqVMRPKAq1X13YiuNwFPquoWEVkC/FxV3wy/ZyIyVVWXhPWpARJUtW9Ym8OAH6jqTdHkc5TXuzAKzjKMwvF34DcYJaQPRgG6DqPATAZ+26KbYOkyWCWke7PTbQEsh06xR4o2xcZMjXZuVwbJDfWbsvzu4QuO+105IkmNje+NGz3VE3PtvqriJz5HS49pjkwmkPWT6asKPwkFshb6YvseJSLRzQyNkK7Jw4+pHT38GEajqO6R4q/WeXfs3OLNTy6nehzS8DU2RO/evVm8eDG9e/dm9OjRfPDBB4waNYr4+HiqqqqIiYnB640esz1v3jyOOOIIBg4cWO/4ihUrmDhxItu2baOoyITUDBo0qKWitYS89hw8HMftcg3wC+dQDVBVd1p+B1wKJAHhN6aag7Xg3sD5GKUmGncBLwM/cvZjnDFCL01XYGKWXnL2P27RxVi6FDYwtXtjLSHdgEd9acsRibraZE+6pDfUL7Fy/6D+exZ91pw5xJPUO973/aO98ZPn0sJU4U4g64kvb7m7fGPJsrlBDRwUQNtcBJH+6jtseu24mZdUzTj6qqqT486onrx8RKDfh/EaswxtXi2V1NRUvvWtb7Fw4ULuu+8+ampqOO+88wC4//77WbduXdR++/fvZ+XKlZxyyikHnQsEAiQnJ5OZmcmePXvYs2cPI0a0aw63zW0wxlEisih8o74SEeKncNAy6++JyOfUFfH7GUQNMo7MzlwD9BeRwrCtTES+6Zy/2WlTDHwJzAF6AS8CszBumjHO51eh5UqopetgA1O7M35fFmCDuro4JwwbsrzE64mamjOuRsuf+HugQUtHUGKq5s64fZd6YoY31OagPrXb11SX/DcRgpmtEBfqB7IeKSJt9rJTQ23ZZk/+mnXenWW7PYUDagkehnDIKzo6IQok+/3+xpObNEJz3TEiMhl4H3gX4waZAhwO/Av4J7BKVWOcdq+q6vCwsUYAn6tqn7BjRwMvq9bF+ohIDICq1oYdm+/IsVZE0oFFqjpaRPxAvqreIyLbgNGqWm8VmKX7YN0x3ZtGl1ZaOj8bY2M2N6SAAFTHSpJCsUBatPMerY0f+9XTu9ceflmzlRBPzOBx8ek3lFaXPDNfA/nTm+5x8BAHAlljMrZM7X3qpgGJI5odyNoYscQkjw4OOHp00ISvVFC9b6N391frvbtq9knJ8KBos6+zk7P9UBSQMI6JEpga6UPaC/wAOAaTX+h24D7gOVX9MiwmJAajpISTQp3bpkEilI9TgLMxFo9sESkGfg0MdWTtB9Q6q3v6NzW2pWtjlZDuzVqM2bPd1hBa2pe7MtI3AY0+WGu97IsNRFdCAAbt+vTYjSPOWVQdn37Q6pqGEIlLiU/77vTays8+rq2YPxnzsGkxJbUFw+bt/u8wj3grD/cdN//wVgSyNkYicb3HB4YePz4wFIBiqdi+3rNz00bvHimSsjEq9GuruTqY6P6iJnCsThK2muXzBiwhobaxqroDeFJEjgEKVHVxZACviFyCCRSNVGgGADtFZCgmkHZfWJ9852MKkKOq/rBrexGYDbxFndt4q6pOiGIJsXRjrBLSnfEXVeH3rcZEl1u6GAr6YVJikzk1KuIoim3inXnqsrv7LDzm/6pDdWeaS0zCsSd6Ykdtri5+aivUHJTOvbkENZCwuvCT6asLP6FvwtDVR/Y6tcAX17pA1sZI08TBRwZGDj4yYJKM5UvJhnXeHdvzvPkJZVSO7Wzp5Rvhq1b2Owa4W0RqcAJGHbdHONsAP2bFSbyInBpZOyhEWE6YNcBjwPMRTUZhAmirgLJwt0zYGI8SFmekqluALSJSAixx5InBWkJ6JFYJ6f4sxiohXZIPkhKXBUSmNNWuJJHytCaUkOTyXZm996/6cF/vCbNaKofH23t4fPoN1TWlL80N1m45CQ4tBmNv5dYj3trxCHGexP2Te838NDNlwiiPeIceypgN0UdTR/WpHTvq+NqxBNHALk/Bqq+8O/du8+zzVVJzBEJnrVK7vDWdVHUhcCyAmMR2dwO3ONYOROR04GLgRw0pHhHEYCwXy1R1iYgMF5GLgIcdF8sMTHBpUwHDDZ2fgnH9fBNrCemR2NUx3Z8lTTexdEbuTfeVNd0K9qdKs1aMjF/976PRYKsq4Ip44+JSL5gZm3TWF0B+kx2aQXWwotfn+W/O+m/e3wd/uvf1z8trSz5X1ciVFm2GB/EOCvYaP6tm/KzvVJ009YqqWXpK9cTFw0x6+VVNpZcPLcvtIL44lM4ichKwCFO6ITz9+yqgL7BSRGZHdPNQV2uqBshU1RpVHRf2e8nCxG8ERaQ38HVMUKsHSBKRbZEb8C2iu4STgTuAPwItstBZug/WEtL9Wey2AJaWUy5S9lVcbLMsWHvS0eYs5owJVKWM2vjKsg2jvtFkUrKG8MaPO9oTO2R3VfETi9GKI1s7TgSezaWrjtlcuio8kHWiiPRqySBvrfuI3713D9uL9zC27wjuOefXjOmT2WD7GLwJnyz+9Mh/zP83+yuKmDxwXOBH512zpLhXbfH8rz4f89KrLw+aNm0aJ510Evn5+ezYseNAUbx2phaTxKtViMitwM+B76vqS+HnVHU7cLaI3Ay8ISLTVXWRczqeugDnh4E/i8idEcOXALeqalBEBgKfAx9iYkPKw1fEhMnzKBFKhoikYZSQs1R1qRNTEtnvAupcPZZuil2i293x+5Ix6/Gt1asL8YAvbf7dvdKbtTLl3AXBjy/9MHhic8eed+Jfl9XGJh+Si05VgzXlb80LVq+eTju8zJhA1mMXmUDW+CYDWfMKtnP249fw59NvZdqwKfz6nX+yq3QvL33nvgb7fLZtOde+9CvuOudXjO41jJte+x2D0vpx9zm/5rqXf80pY08o+MP79yX95ke//PzFua9Nmj5jRlpMTIe8t63w+/2t1nZEZBAm4LRR1VRExqrql421acGcAiSparOsd06fmPBVM2HHh2EsMftUtUU5ayxdD/tg6u74i8pofZCbxSWe8KU2O0HT7gwazYgayeTl9yXQzGJkDSEinrjkM2fFppy/Btreb28CWRdMf3HznUe8v/Op1QVVu+c3liti/b7N/HzmtZwzbjZ9k3tx2dRzWbm78QUmm/Zv489n/IQZmUczMK0f3574NVY5fQorizl24KSMJE9C/Fllk6cfL4enXRg4MW9S7fB5acHEBWi7Vrg9JFeMqu5oSgFx2rWJAuKMpS1RQJw+BykgzvEtqrrTKiA9A+uO6RksxiQfsnQBtsV4txd4PFOa2353uqS2ZHxfSd5YX/HGeUW+USe1WLgIvLHDJ3p81xdVlzy5QINFDdapORT2Vm494u0djxLnSSiYlDFz4YjUiSM84h0W3ubU0SfU67Nh/1ZGZDReF+/CSV+rt79x/xYynT7JcUnsKysA4NU173PO4bPJ0JTMY2tHZx5r0ssHd0vRmnXenbu3ePNTKqg+AmmZMtgIh6SEWCxdCWsJ6RnYuJAuxD0Z6euarLQWxt60lhd8m7RiziQ0uK/plk0jngRfvO97x3sTjv0IaIsEW1GpDlZmLNr31sz/5v196Kd7XltUXlscNZC1OlDDA58/w3emntvssQsqinly6atcNsX0Oefw2Vzw1M2cPGoaW4t2Miy9fn4vQTwDNH3cjNpxsy6tmnH0lVUnx5xePXlZZqDvh3Easxw9KKlXS7BKiKXHYC0hPQOrhHQh3k5OalHWz9IkyVCoEpq/3DS2tjx9+JZ3Pto8/IwZLZewgTETp8/wxh62obrkmSDUtlt9e0A2l60+enPZalJiMrYe2fuUDQMSR04KBbL+Y/6/SYpN5OJJZzd7wP975w6OGjyBk0dNA+C8I05l9qhpbNi3he3Fu7nomR8C8Mj5fyEx9uDb7MUTNyzYZ/KwoEmTUUNtaZ5n75p13p3luz1FAwMExzQzvXwVdkWbpQdhlZCewWJMkSlr+erkfJKYsLJGZEJL+wU97PUGadz/EMHITa+duG3wzDWBmIRWJyGLxBPTb1R8+g2V1SX//UgDO9tMwWmI0tqCofN2Pz/UI97Kw9OO/XjHPh382OKXMl+5bA6x3uZ9vf13xf9YsGUJb13573rH0+JT+GDjp0wcMJaMRJPjbMGWxcwe1bTXKZaYlDHBgceMCZpacRVU52/w7vpqvXdXYL+UDg+KDmug60K/32/rpFh6DFYJ6Qn4i4rw+xYC7eKzt7Qdd2f4ClrTryqGoqTqlikhgnomrnqwdumkm7Ql7p8mx5WYhPi0i2fUVi37tLb8vcOB9LYauyGCGkj4aPt7J9793secP/W47X1TEzep6lHSQPXhEMt2ruXX7/6Tf5//Z/om118RXFBRhC8hleLKUkb1GuYcK26VfInE9ZkQGNZnQsCMUyTl29Z7d27a6NnjLZLyMQh9naYftmoCi6WLYpWQnkMuVgnp1FQJlSvj4lq1NLM0kdKkVqwl6FWwdmJy2Y75ZSmDW1OorlFi4idP88Rkbq8ueWILWtWuCTZqagP8e/7njB/cn8MGJQ1+bfNDg2M98QXH9D3lsz5xI0ckxyUPi7SM5JcVcNUL2Vx33MVMGjCWsupywASlAry06h3OO+I0Fu9YxfZik+Nt8sC2ie/2adKQo2pHDTmKUSiq+VKy7ivvzh37PSVvt8kEFksXwSohPYdc4A9uC2FpmOdSUxcjckLTLQ+mIIWqfq1M6Dll+b2HfXz8H4sxCaTaFI/XNzjed/2AmrLXPwzWrD+JdnIJfrl7L7uLS9ldXMrCjVtDhzN+kVUy8/4PPuXSo05ef/OxN+xP9KYe7RRu45U177KnbD9//+hh/v7RwwfG2vqzeQDUBGvpnZTO8UOncsf8RwD4w2k/anPZBZG+mjamb23aIEzyL4ulx2CTlfUk/L5twGC3pi+sVL7MD3BYby8ZiW1m/QdAVdleogxJ67phL7OHDlq0Nyam2ZVuw/nBK4EPp6+uXy21Jaw97KK5OwbNmNna/s0hUL1+SU3ZawNBW52x9VBJiUnfNrX3qesHJo6c6KQd70y8MSRnRpbbQlgsHYm1hPQs3gC+354TvLK2hh+9VcmWImVCPw9Pn5/IuL5e/ruqhu+/VsFQn4eNBUEePTeRb42PVk6iDv+Hlfx27sE+hg8uT2JzYZAfvlXJnWckcPmUON7ZGCApli6rhOz2enfv9Xqntrb/nvQDNT9axWHrnjth14BpG4Ke2FGHMk5jeONGT/XEXLuvqviJz9DSY9trnsYorS0c8tHu54d48FaN9R3z8bj0aemxnvjxbsgSBeuKsfQ4uuY3tqW15Lbn4Bv2B7nylQpyTk1g+49TOKy3h6tfq6SoUrnhjUrmXZnMiutTuPdrCdz2TtMLALKnx1Pws9QD29Jrk+mbJEwd4OWez6t57oIk7vncKCkfb6ll+rCuq1Pfn+5bi0irFYldGXJI1WA9Gow9Ys1j7V6hTTxJvRPSrznWGz9lLmHl3TuaIIH4NUWfnvji5jvHv7fjyTUFVbs+UtV2y3HSTN5yeX6LpcOxSkjP4l3a8Yt/TX6AnFMT+Pb4WPqneLj+6DiW7AxQXKXceUYCk/qbZ+yRA73sq2jaDZgQI6Qn1G33fl7ND6fF4UsQ9lcoszK97K9QthYFu6wFJMTrKUmDmm7VMLsyWpY1NRr99i45MqEi/9NDHac5xCbNnhmXetFG8GxqTf+K6ho27yugvLpZBYQbJb9q27i3dzw24+Utd1WuL146N69gmxvl49cOyZmx1oV5LRZX6bqvjpaW4y8qw++bC5zWHsOffVh998qX+4KM6e1hqM/DpZOMklATUO74tJpvHN64KyaSHSVBXlpby6ZbUgBIjRPW7Q+SFi88vbKGG47pupXAv4iPX1Pl8RxSro69PjLaQpapy+4esuA4fwVNLG1tCzwxgw6PT7+htLrkmfkayG/26pxlW3fy30XLSU9KZF9pORcdO5nJQwc22uedVev4eH0e1YEAo/v15sJjJpMcH8eXu/by5KdLOOmwEZx6xJiM/216YebWgiL9xhGnfjGp16xAUlggazvzQms6iUgSUKOqUbUxEYkDPI3V3emsOJV2yxuqMdNIv6HAT1X1Zmc/BlPeJhDWJhaoVRsU6Tpd+/XR0hra1SUTojqg3L6gmuuOqlMOlu0KMOD2Ut5cX8tdZyW0aLw5i6q5eEIsKXEmoPXiCbFMur+M88fFUlXLgeNdkbszfHsOdYyCFPqoSUh3SCRW5g/pt3fxwkMdp7mIxKXEp313ekzijI8xZeIbpaK6hhcXr+SGk4/nJ2ecxDePHM/ry9Y02mfD3n0s3bqDG04+nh+fNoOgKq8uXQ3Awo1b+NbRk1i4yayoWbFtF5OHDJAtZWuOen3r/ce+se2BHTvKN8xV1TZJcd8IrVJCgE+AahHRaBsmA+sTocYicqWIDBLDayIyUkTGiMhm53yS07feP6iIbBCR9SKysomtXETOdPqcLCIBEckXkWIRKRCRBBHZLiJ5YdtmEdkV5dqygY8jD4rIKyLyk0buSSFwlaN8AFwLbBOR3SJS6lzrdqifV0dE7heR86PMt11EZjUyn+UQsEpIz6NDlJDffFBFcixcfWSdxWNSfw9vfyeJMb08XP1q893vgaDy4OIarju6bqyfTY9n309TGdPLw/FDvRz9QCkXPV9OV3uxqYGaxQnxLc6QGknQIzEqtMmDctzax6dJMNChLomYhGNOjEu7fD/Erm6sXVVtLedOOYJB6WY18eAMH+XVjXsYt+4rZNzAfvRLS6FPajJHDhtMfqkp+FpeXWPGUqiuDSACMd660BwnkHXm83m3pyzfP/fj6mDlykO91ihsHJIzo7Wp2mcCyUCis80B/hi2nw5cFdY+DngHuB0QYAdQg5PyX1XLgSpVrRSReKlLYlcDXKSqExrbgOXUuXyrgK2q2gf4M/CuY5E5DBihqpmqmglkAtECoo8H7o9yvAoochSpA88wETlTRDYCC4BaYLWIbFXVe1V1IPAz4H5VHa6q/VR1a8S4u4HLo8xXA5RGOW5pA6wS0tPwF60H2uOL9ADvb6rl3s+reer8RGK9dRYKEeGoQV4eOy+RF9fUUljZPIXhg7wAvROFI/rWj9v0JQgr9wT4Mj/IzOExbCtW1uQfsjGgQ3k5NXmxttFS0Rpv25SX9wZrEw5b91yHx0V4vL2Hx6ffMMYTM2wuEPWPIz0pkSOHm1XmgWCQeV9tYsLgxlf89velsnL7LvaVllNSWcXCTVs5rL9JUBofE0NpVRUAS7fuYPLQ6KE5oUDWlzb/c8J7O55Ys79q1/w2DGR9prUdVbVIVctVtdJ5wAcwboZKZytS1eKw9v8CNgIXAD8F1gPzgb4hywQQ7/zcCAcyudYAiMizIrLHaVvg/NzqWDr6O21D/4Th2uFpOIG3qloW7gZRQ1loX0R+ISLbgZOAPzpznCoifxeRm53xa4C7gVvDxnkTo0T8VVV9GGXryDAZxgJfNnI7bwcOsoRY2herhPRMHmqvgTcVBLn4hQru/VrCAaVhbl4tt71d55KO84IIeJrpQXluVQ3fHHdw+NKqPQEm9DPBqeP7eRiZ4WFfedeyhDzk87XZWGUJTbszmsvgnfOnxVUVdXg1VxFvbFzqBTNjk876AtjbULsdhcX89tV3+XLXXs6b2vgK23ED+9E7JZk/v/EBv331Xapra5l9uHnxnjJsIPd9sIDDB/Zlf1k5vVOSmpQxv2r7uHd2PDb95S13Va0vXjI3oIHNLbvKg3iyNZ1EJDbMUtFYO69j1fCIyG8xlodkYJOqDsE87Ascq8RYjBKTqaqDVTXkKgwAqOqFjhUhE0h02g1V1TRV3d3A/MnAicBbjrvnoOeOI2MoDunvwHeANao6GGP52A+cQP2/iTnAr0TksLBj24CzRGQycAyQLyLfFJEC4ErgdyKyU0TmOfMmiciXIvIF8AGwQET+4riNkh23lGAUs2QRSW/qfltahlVCeiaPA20eqFZRo5z9dDnnjo3hG+NiKa1WSquVw3p7eGBxNQ98Uc3WoiC/eL+K00d5SYs335/FVUpNoGHl4c31tczKPFgJeXFNLd8cF0N6grCxIMjW4iDpCV0nNmS/x7NvR4z3yKZbNo/ipLb9nU5Zfk8vGgh4bG+88eOOjvddo0hS1ArQA32pXHPScfRJSea5RcsbHWvZ1p0UlFdw25kn4f/6qfRPS+WphUsBmDpsMP6vn8bRmUMY6EtjzoefMufDT6mpDTQ6JkB1sDL9i31vz3w+7+/DFux5dVFZbdFnqtpSU9zyITkzGnVBNcL/gGBEDMiNwG8ijtUCC4GTMcrADGAFcJQzTglwp/M5CNzcxsG4MzEKz1ZgA0YxyBeRShEpE5F8jHLxPoCqVgPTgdcdOTKBrcAk5zpw2q0EHsG4nxCRk4G5GDfOO8AYTMxMLUbRG+IcO406S1sF5r6cAVwNHA48C/wayAf2AUMxKwvzw+e3tA1WCemJ+IsKgOfbeti3N9Syem+QBxfXkPrnkgNbVQCe/1YS/1xYzfj7SimvUR4/r27xxaT7S8ldFz0AfsP+IDtKlGMH13fF1AYVXwLEeoVzD4/hmZU1xHthfL+u8yf9r3TfKkyUfpuQnyYtWkXQFCllO0b0KljzSVuO2RLEk9Iv3nftFE/cEXMxD5K6cyIM6eXjomMns3LbLioaWaq7ZMt2Thg1jP5pqaQkxHPulCNYsb2uT2JcLGt37iXG6yE5Po7k+DjW721ReI1sKVtz9Otb5xybu+2BHTvK189V1fxm9m2VFcThfMAHpDpbGiauYTMmFiT8+CxVfQ84TVULMa6SkSLyQ0yQ5k9EpBKjkOQAlSLy68gJReQnjgKRh+O2EZFdIrKgETmXAOkiMlpVB6pqLydO5BngN6raxzkWXtvqVIxlYgQmHmMgUKGqB5Z0OwrKb4HrnUMBYIVjpbkec29PpM49NB2jfIGjhDiuoB1AAXAHxrqyWlV/oaqJqpoMbAFmOPtjG7lOSyuwS3R7Lg9iTJ5txrmHx6K/if5MzUz3sOqGlKjn8n7YcIqLUb081P764JImMR7hB8eZ/FzDfB7W/+CQ02R0OC+lJvdtulXz2ZNOm5uBJqx66Mh50/++G/H0b7p12yMinrjkM2cG4satrCl9KX3Dnr1DVu/cwzmTzYrmGI8HxLj3GkIVSivrwhNKKk0MSNAJSyirqiYpLpbK6hr6piYDUF7VunQ6ZbWFQz7a/cIQD96qw3xHfzwufZovzpPQUOBxDfBYqybCxIOE74vI6RglohTIUtWnovRRJ65iOubtvgR4SlWvEBE/kKCq2SLyKFAepf/fMe4SHKVlAvBz4E+NyLlTRJ7AxKBcIyI3Ai+HyZ0F7FbVRc5+OsaasRA4B1gKnA58FjH0aRjF4QxnP2i6y+3ALOAnQLh/LR6jUNRDzIvAf5w+S4DPReTE8FgaS/vRdV4bLW2Lv2geYJMjucSquLh1FYeYGySSnRnS5slSYgJVqSM3vba+rcdtKd7Y4RPifdel9krtv2jhxi18umELheUVvLFiLYf170tCbCyVNTUEggd7Q0b0yeDTjVv4ZP1mPs/bxhOfLiGzdwbJ8eZ2Ld68nanDBpEQF0tBWQUFZRUkxB2agSpIIH5t0cITX9r8zwnv7nhirRPIGvlQf3lIzoyocRQtRUy23d8D9wF+4K8icpCSKyLfAb4H/A4TdHpIQVSqWopRpiY30XQ5cIyIjMMoDuEZfs/EBIWGCGKCZZ8HzsYEtG4BQlUGYzCrfC4CtoStcknGxI6sBC4FHsAoMSEVNQ3jDiJ0TER6YZSdVIwC8gbG9XNZkxdvaROsEtKzedBtAXoqd2X4drT1mLsziG5qOkSGb3n7hJia8hVNt2xfxJPgGzjoB0dfdMI3V8z7apP+7c151AQCXHysef7d/tZHrNl5cMqV6WMymTJsEO+uWcfzi1aQEBvDxcdNOXA+oEpKQjyj+vZmV3EJu4pLGN237Wrb7avafvg7Ox6b/tKWf9asK148N6CBPOfUv9psEvMQ9wEPquormGq8zzhBocCBmImfYR76pdS5uC4RkUJMXo4fOp8viTaJk2dju+OOqXB+XgnkikjUB7eI/AkTc/ICcAvwqKpuDGvye+BIcfKLOBaI04FdwLeBj1T1OVV90Wn/NCam7SLnekIMxSgh+ZhUBLdgrCch5XwCEEoqE+fMtd+R7RzqLD/nq+q90a7F0vbYKro9Gb+vDyaa/JDqjlhaRgACR2YO3RcU6deW4w7ap5vvfCAwvC3HDFGYNmLt4qm3HkbHZA9tkmDtng3VJc8EoXaM27K0Ah2eMv71aX3PPndIzoxD+gIWs7z7foxrYrqqrnKO+zAxFXHAhWHHU1W1RETmYOIjAsC0BtwxKx33CyKyErgi5DJpRJ5PgV+o6vsichwmyPNqwItZ8rscGK+qG8PnEJF/YOIujnHG8QKvAL2B0cDpqrrEOTcQ+BB4XlV/GTb3nzDxLbswcTEnATcAp2BW2CwAvoGxmGxW1XrL0EVkPsaK9AHgdQJkcRStC1R1kSOXR10K2O6OdIovFItL+IvygZfcFqOn8b/kpCVtrYAA5KfRpjEm4aQXbzo8rSRvfnuN31I8Mf1GxaffMFS8A+e5LUsrkM2lq949FAVERHqJyG3AKsyy2qNDigYciBeZAXwBrBCR90VkNJAmIldj8ml84DS/wHnQ/hC4PvTQjZiyJf6pUKxhrCPLu6r6FmY1ziPAThGZjUlQFlqGdAfwgrPsuA/GauLBBJb+DSh3lhhfBCwGPgV+FTHv6RgL0LvATcA3gWkYd9F/nOutxrh5vh5FbnG2M4FCESl0rELpwLvO5yLa1oLV47FKiOUBtwXoaczJ8LVLEcHqWElSaLdgukkr7p+AakF7jd9SRGIS4tMuPikm6ZRPMam6uwolmIfxoeAFzsUsTz1GVTdENnCSgl2OeZC/r6rrMe6NO4BfqepqjBX0eSffR7qq+pzVJc9jMq6GiMW4dxpN245ZRltPCQmT5xlVvQHjSrnXOf+Oc26rquY4Foa/OOcucJY8P4NxFW0D7gH+oKqXhy+HFlNDZydGCXkR8/dwCvAjTEK2/cD1zjXPAG51AmTDSQLiVTVXVZOc+xG5pajqVVjaDOuOsYDf9yUmlbKlnSnySNH0YUPiiajN0VY8+dfaTbEBRrTH2ADrR543b8uw005qr/FbSzBQtL265Il9aNUkt2VpBnff+uzrP3BjYudhHVDVKmc/BYjVJpRLp19lK/KgtFbGanUK14mpAfMIJo/I86oaNSmfiIiz+scTklNERgLDVPXDiLb9MOnpi6IMZelArCXEAs6SO0v7829f2rL2UkAAKuNo1y/VURtfme4JVDWW+toVPF7f4Hjf9eM9saPn0gaF/NqRGlz8f1OT4r0qbL+0KQUkrF+H3Fdnrtqw/VpVvUxVH2lIAXHahXJ/BMOObYxUQJzje6wC0jmwSogF4FGirJ+3tD3PpaZmtOf4xYkH53ZoSwT1TFz1UFXTLTseEY83LuXrM2OTv74cZKfb8jTA47c++7r9X7NYHKwSYgF/UcgPa2lH1sfGbir1eia25xz7U6Xdo/Z77189Kals50El1jsL3rjRU+J918YjqZHJrdwmgKkma7FYHFqlhDhFfxqMlhaROGlHk3N3ximc1KLfi4gccil4TCKgNs9dYanjrgzfoRY6a5K9bVcPr1GmLL9nFCZRVadEPEm9EtK/f6w3fspczPLMzsBTtz77+kEBpBZLT6a1lpBPgOrwIkkRBZOqgCdCjUXkShEZJIbXRGSkiIwRkc3O+SSnbz3FRUQ2iMj6piKyRaQ8lOhGRE4WkYCY+gbFYspNJ4QS7IRtm0VkV8R8P3XWtocf+0JEZjifa0VkSCvvWVTElKgOX3v/NLBdRIKOnDtEpEHlQEQGAXNF5KxDEsRfVIW1hrQbCjovKbHdc1rsypAOKcWQUFU4YOCuBY3mjOgMxCbNnhmXelEeeDY12bh9CeIUWrNYLHW09gtrJibAKhQAdAem2uAfnP146qcDjsMsxXoLsw57BzDAaYeqlotIlapWikg8JjJanTm+08wEOaFlj1XAVlXNFJGfA0c64x4GlIeCl0REqF9XAIy59B/AiSE5MEvhKsPGrnKsQEFVbbrUZsMyx2CUwCpMsagYzGqlb4jINOAhVZ3gKEUPO328QIYjVw3mHu/HrO8/SUQ+CJsiFnPfS0JJd5rBA8BtmGqTljbkvaTEpQGRqe09z66Messq25WxXz1zwq7+x25ST0y7rcZpCzwxg8bGp99QVl3y7HwN7J3ukhjP3/rs650uoNdicZtWWUJUtciJYK5U1UrMw7s2tO+cLw5r/y9MtrwLMEWM1mNqA/QNWSZwKjI67UJJl2oARORZEdnjtC1wfm51LB2hwlohhSj8gXsaRvEJrZk/oBipoSzi0v4FbBaT6rgIU+Z5IvC2mHLTiY58ZZiaBjjy/UpMWer8BrZ9jqUnPK32d5053sQk1CnCKHMAZ2GsTWAUpZDZewywB1P2Oj9sexhTrCk/YtuDWRPfPPxFlZiqlJY25r4MX7sGjIbYnSEHV/trJzwaiDti7eMtKjfb3hSUHpy2HUAkLjk+7bLpMYkzPsbk6ehIAtj/K4slKi22hDhWgNrwB3oD7bzO+DXAb4BMTLrcTao6xFm//ZljsYgHSp0kOeEEAFT1wrBxK1W13goDiVJC01EkTgQub2iNuyNjnKpWOK6gauAyVQ2ISW9c4yhGp6jqBjEZ80brwWW6qzDr16NWpRWTAXAvYb5pVf038G/H6pGjqrOctsOAH1BXGbIXxtqBqq4liuIoIn8AhqjqFdHmbyGPYBQaW7K6jSgTKV0XGzulI+bam0bbFT1pBv33fHH0hpHnLqxM6H1c063rePnTB9hVsJnrzmraQzHnzf9j5ea6SvFjBx/JzWf/jTVbF/Ho+3/k5IkXcOaRl7K7cCtb9n7JMWNObXCsmIRjTvTEjtpcXfzkVqg5oiUyHwIP3/rs66s7aC6LpUvRGkvI/4BgRAzIjcBvIo7VYqoTnoxRBmZgahUc5YxTgikcBMaKcXNLAzKbYCZG4dmKqZwYskpUikiZY9nYi0mAAyYeYjGw33HVhFwtqU67A4hJH+wNO9Qsd0d4vQERedmJSXkJOMGJ/dgJvAc8raqficjLGKXg8RZd+aHgLwoA/9dh8/UA/uNLXUpYIbH2pDRJMrSZf49txZRldw/CWESbxfZ9G/ho9atccGJkwsrobNn7Fb/41kP89YpX+OsVr3DNGb8D4JO1uVxy0q0sWPsGAEs3zmPKyKbzqHm8vYbHp98wxhMzfC6HWEW2GZRhXsIsPQCJeCMWkdEi0m4J9EQkWSLcvCLybedltrF+w8UUNDzU+a8TkaOabtkwrYkJOR/zjxuyKgiwDhM3MZm6h7dgigAVisj7Tia7amCkiBwN/BVTDyD0wKsE7hKRP6jq78InFJGfYNL2llLntknAKBnHNyDnEiBdREar6sCwsR4lrDBTCFW9RUQOx8SunAC878ibAmxx/rZ8mMJIccAc4OZm3bEoqOp5YTKVYrL61YrI8cAwEbkAo8S9gYm3Iaz925iUxKEvUI9zPGSJEWCRqrbo7TSMF4BFwNGt7G8J48m01HapbtsQQWGvVxncUfMlVewd2jd/2Yd7+06Z1VTboAZ5et4dnDzxfPqkDWpy7MKyvYAyqNfBYSdllSUM7j0SVaW6phIRD7HeuIMHiYKINzYu9fyZgao1i2rK/zcc2q3uzl9vffb1XU03s3R1ROQU4G8icp2qhpaHX4+pPfO9ZvT/M7BbVe8MO7YJuElVcxvoNgV4RUQOU9X9jtX93xijwG6njQdAVcNfZk/CxBIe5cyTCVwXZfxfNJGk7gTgGJpxfQ3RYstDKN7DybRXChyPsWoUAFmh46paoqqFTh8VkZuB6ZiA1CrgKVVNB3KAO53PT8HByZZU9e+q2sdx11RhSjI/DDRod1XVnZgVOj8FEJEbReTAF7OIZDnKUCQBVf1YVeOd8TeE6gZg4jaGq2qsqrZaAXHmHyIib4lIyLXkcVxCezDWjyswFqTvYBS2cCqBW1U1RlVjgD8Bj4ftX8uhvA37ixRTAKozZ57sEmyJidlW6PFM7sg5q2I7vo7KEWsePU6Cge1NtZu/+jV27N9E79QBLM/7hNpA42lNNu/5kmAwyP89cSE/fjiLf7/7e8qrTEhHQlwiJRWFAHyx4UOOHDWrxXJ748cdHe+7RpGkxS3u3DRbMMXXWoSI9HYspWUi8pmITBKRK0Tkw7YXEdpqbDErE/Odzy+IyJPO51IRaZeAYBH5UESuaI+xW4qqvgfcjYkhvMyJAbwCOFPqr8zcKqY43oEF9Y4F5VJMdeBwKpytoTk/Bv6JsdiDsei/hLHApThbMmF1fETkWYwX4nBHnleBfkAWsDRs+4nWr89zuIjsDb8WTNjA+VGu7djm3rdDcn84LonfA/dhSiD/VUQOeqNw3tC/B/wO88ZxSCZQR/mpwVheGmM5cIyIjMMEfYaXrD8TuL2J/mcA7ZWUKR04Nixl8l7gVYyStUdVz1bVszHxIZEKRXOUg1av3AHAX7QQ83u1HAL3ZPjWRw1aakdKEw8EMncY3mBN4pgNzzeaCbSqpoI3Fj1G77SB7C/ZzQcrnueOV26hurbhNB67CrcwuPdIrjvrT9x63t3sK9nFKwsfAuDIUSdz56s/Yvyw49hXspM+aQMbHKcxxJPSL9537VRv3PgPMW7ktuKntz77eoMPkEZ4DLMqbzLGKvkirV/J2ByeIizQvjmISKbjdg9nC9BbROIwFXJHikga5iHY7jlyOgOq+ghwLPA6psrvs6o6WE2BwNA21HmxDU8bfypmVeKHzkO8UETGYr7rD/q+F5F4EVkjIl9ilJf3ReQxZ+4FwDpVnYMJgUhT1YfDuvcGLgKmOj97YZ4xuzGVhlVVn+Hg/4UaICH8WjBhFk9EubZmJwo81BiM2zEuigdV9RVMBcNnJMz/7fidfoZ56JdSd2GXiAn0zAZ+6Hy+JNokjia93dG8KpyfVwK5InJZA33+hNH2XgBuAR5V1Y1hTX4PHClOfpEo/Qdg3C2PhR320HZZZscARWGxJb1V9XQOVXloW36BqVxpaSXvJCd1+PLVwuSOjQkJMWT7vONjq0uWNHR+6aaPqKqt5JazbyfrmCu4KetvVNZU8NlX7zQ45hlTL+Hms//GkN6jGNx7JN847lqWbpoHwNGjZ5Pz3Rc47rDTGdRrJHe99hPueu0njSo1DSEiEpt8xqzYlAu+BM/WFg9wMB/e+uzrz7ZCjtGY1XFXq6l6+3fMQ6J/ox0PAVWt1rZJPLcV84I5EBgOjHA+19IDEiGKyE0ikqGqX2E8BBcBMyOsIKEtNaL7r4CvOxb3CZiVmKHEduNF5MfhjVW1SlXHYVz216nqKDUVk+8AbsC4Yx7CxCNdLSL/COtei1EMF2CU3XBl4zDM9340qjnYgNAbE6LRalqbMbW3iDwHXA6cH/YHfAUmj8VCERkPoKofACeo6i7MzQ091Bpyx4QT44yREqZNZjg/hzuf/xNxLaGH+vvAxcCzjpw54QOr6h7gQYwyEuJ4zLLh0zEujvmq+n7Y+URMLEpbcAxOeWzq/x4SMDEhhY5i9hEmBiWcpt6sE2kLZcZfVIL5g7a0go8SE1bUigzv6Hn3+sQ1RXbK8nvSCCs+Fk5h6V5G9BtHSqKxQns9Xgb3Gkl+cZNenAOkJKZTVllMTcDoWYnxKaza+hmx3lhSEnykJPhYt2Npq+X3xg4bH++7Lk08GZ803bpBKoFrWtn3eGCjqu4GUJOL6J/OmIjI90Vkt7N9M9RJRM4UkRXO98ZDYlYcImahwN3Oi9wvRGSRiGyTsL/LhtwxIvIjMQHzJWLSJCQ4xyuBTWHjq4hMU5OPaBfGgrMb4xIYC2xzriOUzmC3mFQLD4W9hIXGGi8i/xKR/aGXWTHcJibB5E4RuSVC1GQR+a8Y99Un4qRtEBGviPzO6ZMnIjeEzVXPjSMifjHxgojJ+P2oI+MeEflFWLtUEXlYTNqFNSIy0zkej4mvWC0i3wBWA98EkhyLwTPAic7nGsJWSorI1Zjv9FDcx/HAQq37PyoCbm3ghdsDxIlJyOnFpHxYiLHE5AD/xVhD/hXRrxRYC4yPOB5H41arSKtMDdA/zHpT6PwevhmtczRamh68l4jcBqzC/HEdraqrQucd89IM4AtghYi872j2ac6Nvhxj7gG4wLFo/BC43vl8QcSUDaaGj0LIXBnryPKuqr6F+cN4BNgpIrMxZsLQl/QdwAsiEisiP8P48z4Ansdo8u+I8ccOcP4hjgBqRWSqM1YID/DtiF/EgQ1HoxWTkCz0B3spJhBogdP/ThG5FBiEyU1yPCbo5yTgJyGlroH74jHDSoyIrHKu680W3LuG8Re95twPSwu5J8NX6Ma8uzMOKOIdTmrptlEZhV9FdWGmp/Q9yEqxv3Q3vuQ+DY7373d+z4adKw7sb9q9mtTEjAMBqKWVRSTFp1BRXUa/9CH0Sx9CWWVxQ8M1C/Ek+OJ9V57gTZj2EVFi1JrBb2999vV1rZx+ECYu7ACq+ltMcPoEzIPtRMx32p1wwHryCkZZOQZjkr8tbIhyTBJGPybWqwwTn9cgYoL0/4Z5mz8SGI35/gZjlQm5wjOc7XNnf7Mz9gZMTqXpOMUxReRrmBi9r2GC3qdz8Fv0g45851OXJPIyzNv5xcC3gD9J/RiTX2Fe1iZjLPOhZVc/dPpkYV6Q/SJyXmPX7XAV5h4fC5wL/NK5H2Du8STgOOBe4GURSXEsE1diXtpOV9U8zGrLEIsx9xLMgo1q556Mw8T8/QFY4ux/izqFBMyL+/nAPXJwHGMcJg5kDfA9Vd2Bic+8HqP4/BQoVtUvnfnCX2hPx4QsQN2LbQZGkQw/FiKG6O7KHaG4SceY4MOEFjSLllpCvJhfyh+BY1T1oDoIapKCXY75Jb7vmBS/jXkw/kpVV2NiM553LBrpqupzNMTnoV7Gx1iMe6fRtO2YP4p6SkiYPM+o6g2YP+h7nfPvOOe2qmqOmqWzfYCTnTiMYRirzEnAc5h/qFLgK2A75g/qW2HTxAPPhf8iIn4po5x2ISuKD5gHvKGq/8AodHswcTPPYlamrAJWAp9ivmDSw+b7G2bVTPh9inM056uBsara4oC4RrgZOj7YsStTKVKxOi6uQwNSQ+zKkPimW7UfE1c+MBUN7o08Pn7Ycewq3MJHq1+joHQvH654ke37NjBlxAwqqssIBA7+fhvUewQvLLifDTtXsGzTfF797CFmHPH1A+cXrXuPo0efQmJcMvtLd7O/dDeJcW2zGjo28YQZcanf2QkxLVEolmBcKK2eloatmMnA5c536r+Boc7xC4GlqvqQqq7DxHJ9PazfIxiFYLGqfgrspOkXvJC2GIexehzI3Oy8bBY7nwudLSTzFuqUkA3O59Cb9VzMd+smYJxzLDIf0QpV/bGqfhA25mXAA6r6iarOB16LuL5PVPUu5768EnZfrgF+o6qLVfVDjAIRbQVIJBWYB3CMqi7APJi/EpNC4lLg16q6XlXvce7TgXXhqvoS8DMRORvjnhrivGD/FZOGIg8Y6lijTlbVNcBRzgvzA5gYxLOAkIU/NO6nGNfKc1LflZOKUbAeo36NpN+q6tHAjyKu7XZM+oonMM+Yl5zjoe+MYZhnHBxsgU+hGXWYVLVWG7CGRqNFwU6qupcmNOiwtgswb/lgTEH3qWroAh4myj+BHpxsawJRkow1Me8HmMRokceVuj/8aP1uC/tc6Mh4IJhHTJK2WIwi5qFOS0dVG62MqSa5mYTt78H8Y4X2N2OCdn93cO+o430QsR8u+4KDexwi/qJd+H3ZmGXJlmbwTGrKEkROcGPu3ekH+Zs7lJhAZdqIvDfmbxpxdr0g9ZQEH9ef9SdeWjCHFxfcjy+pF1ed+isyUvrx6ycv4fwTbmDyiPpfL6dNvoh9xTu5941sEuKSOGn81zl96qUHzgeCtaQmpjNm0BTe+MKsQLxweqS1vvV4YvqNik+/obK65Pl5GtjRVBKSAHD1rc++fijBrYXUf+FARJZjXorWON8dUD9YfQgw1bG6gvleD4/xqIz42SSquklErsVU/R2Nsaz+gIicSVHYgnnpfAbzYLsWk/sIzIveoxiL8iJHnkir3V1RxhyCKaVxrbOfALwcdv7DsM/V1H3XDsUoXyE2YJSIaISX8Hga46Z41bGAPwb8ErOoIg54VkRCz6QUzIMbADErMN/HWLNPAh5R1Zkicouq/tNpswFzD0LJODc5P+8Tka9jVmRGi6H5JyYGI9xCMQzzAhtKDBriNyJyE+aF94BlUlVvdqwtj2ACU5/HuG0KMV6AozDhAAuAh0XEG6YMDsB4FIZifs8HUkeIsyrKuR85quqPIn9UOqTYlaqWR+w3Kwgqsp+bONaSdi+T3ol5APMP3Pw08D2Yx3xpzUtY0Q7s8dV/iLlB5ub/nbhl6CkrAzGJ9So8jxowgZ98456D2v/u0shwMIPXG8Ols27j0lm3RT1/yuRvA5AQl8TPzm8fHVkkJiE+7aKTaquWL6wtf3csNHh//3Hrs68f6lLfpcBYMRmbSxwX7gjMd3VDfqZtGOvArc6+l4PrYrUIMYUxF6nqMWKWkj6PcXv8wGkSdNqJ84IXImT12ECd5Td07LcY68BsVVUxcYWRRJbSAHN9/8bEN4BRbsKVsIbuyxZgJMaajPM5JItS3xNwlCMbGKXrXlX9qYiMwpQY+Ryj+FRh3DuhtsnUd59djbHMVDsWi5BsWY7ykYtJA3GQRUHMKtLDMZatg3Du86/C2vcD+qjqTsfNEhATtyMYS8ijjkXmAud8rfNCn4qxsuc414aqrhWROzHW/pXAUFW9OkKEUUCecw/KVPUgP6oTV9OiwPi2zFBq6c6Y3CHX0MHZOLsiu7zeXflez5FuzV+QSl91OceLgExaMcdDC6yYnZ2Y+EnHxaV9rxxJWBbl9Je0TWbUTzD+/fvFlLb4A+YtdXcjfZ7BvByMwTwgbsa86R4KEzD5Lk6kLgdF+EvrTkysydlism9Oc46HlmmH3DFQ9+BPxShIA5y39G/SdJA9mIzRFzn9BfNC1Jx0uw9i4kCmOgGkP6TOmrsdE3eHEydyYli/7wCPisgR1LkpYpwH+JMYRSOIsYy8j3FVhazl33fkA+PGCdUp+p3TJx5TBLXeS4qIXI6xAp2r9ZfuNkZ4ColETLzGK5iaaT8UkaWYv58pwDLMKhvBKFnrMSEF4XP9GPO3VIBjpRGRGVKXyXwG5u+8qZfxFr2sWyXE0nz8RWsxwW2WRrgvw7eWti1B0CKCHolRqZ9l1w0yitYfkVq6pb3y7LiCx+sbFO+7boIndsxc6hfNvLiVOUHq4Tzovo5JHrUSmIUJ5Gzwi92JzfsuJvh0PSZG7uJDlONtjBv9v5i3Y6GuSnrIMnyN0+ZLTKwgGIUjiIn7CCkhIcXk945sa53regbjEmiKJzCxcrmYmJtNwK+b0e9OZ47/YRQZv5pUEmDcTCeKyBrMvQo3z/0FY934GKMUvorJ1QJGkQk4crwC3K6qrzvnLgP2h7nE4zAlOfKca7gPc0/G4LioRKSviDyOiSM6U1UjFdxYongsHGXiJuAJRwGcDlSo6hnO8bdVdQomFmUZJifVCsz936ameOtWjCKoInIaxtL9W4yVKMFZQPEWJqlZb8zf5fsYvSHJiWupt2EUm5YsKEG08Tp0Fkt9/D7BmH6z3Bals3LU8KEbqj0yqumW7cd//lb7VXwth7kpA0B1bGr+/BP+HEtYdsjuQqB6w9Kaslf7g/7j1mdfP5RgVEsXx1EKVgJ/VdXHGmgzEmNFyVTVS5xjMZiCoU+o6kE5mRwF5qYwRSd0/FSMkjUZY305FuMq+ybmRfFiVV3ouITmOO1Oc+avVtW/OO6c3ZjVrH2A01R1nYj8AOOqCQLzVPVrIjIBY6k5DRMb8qWqHlSOwnHH5LUkJsQqIZaW4/dlYP5wOzwRV2fn84T41VcN7N9R1Vkb5F931S7KKOsctX++Gn3B3G1DTp7pthztgQZLX6wqeuCCW5993X6R9nCch3qBhhUqjTg/BWPB+bWqrmyD+TK0LuN26Ni1GCvIpojj38UE3AaAeDWV4z0Y5WQFMCCaEtTAvILJfxItfqfl12GVEEur8PuOxJgr2yp5W7fguwP7zVuSkNB0Kdd25q8P187P3NO8lWztjSKBuTP+sTHojRvjtixtzDZg6o1zZuc32dJisUTFxoRYWoe/aDGHUEW4O1IN1Uvj4ye6LQdAfpq0ZQ2UQ0JQ74TVD3ealW5tRC1wkVVALJZDwyohltbjL3oIs3TOAryUmrJY66oiu8qe9M71v91n38rJSeW7DiUVemfjFzfOmd2tgm4tFjfoVF9Uli7JjZjcBj2eh9PTOs3/064MaVGEeltREQxSGIie8HPKsntG0EZ+ZJd5jUPLimqxWBw6zZempYviL6rE1DUodFkSV9nn8eTv9Hqbs9ywQ9iVQdTc5S8VFXLEl2sP2l4qKmx0vLdKijllw3pmrl9PbnFdbqg5+/I5Yf06PikzusUbxcWUBaOnBkmoKhg4YPdnn0c92XVYBXz3xjmzbTCdxdIGWCXEcuj4izZi8hT02C/mORm+1UjHWh9UlZr90dNH7EmPviQ2K83Hp6PHHNjeHzmKDK+XoxIbTrC5rqqKn+7cyfW9+/Dg0CHcnb+XTdUm4ePzhYX8rv8AnissBGBHbQ2DYxu+DYd/+eQJEqxtrEpnZ2YrcOaNc2YXui2IxdJd6JC07ZYegL/oNfy+XxGW0Kgn8XJKcv/IYwUfFbD94YPL1A/+3mAyZjQcOrLn5T3se2cfwaogKZNSGPL9IXgTvRTML2DnUzsZeMlAMqZnULqqFE+ch9heBz/096UStTRtnAhx3rpyHU8XFnBqSgrD4hrOMv98USHHJSZxQXo6AJdmZPBqUTG39DWlYcbGx/NkMMCSinKmJCY2OA6ARwNxh3/51J414747vNGGnY8CjALSrGWMFouleVhLiKXt8Bf9EVMtuUexIi7uq0qPJ7IaKL7jfYy7d9yBbew/xuJN9ZI0tmGrQ+EnhRQuKGT4rcMZ/cfRVO2oIj/XLMDY/95+ht0wjP3v7QegfF05yYdFrxhbFSfJWpcyOnqbYJAnCgq4pnfvRq/vy8oqjkuqk3liQiKrqkwtNAX2BQKkeDzMLytjelLTFWwH7l54THxlQVdyy1QAZ984Z/ZqtwWxWLobVgmxtDW3cuh1K7oUd/VK3xntuCfGgzfZe2Ar+LiAtCPTiO8XH605ADX7axjy/SEkjUwivn88vuN8VGwx2cBrS2tJPjyZ2tJaqvdVE5vRuPen1kujy0dfLylmUkIig2Mbr7VXGgwwOK5urmSPh721ZgXwzJQUvrtlM8clJZHh9WLyGDXNlOV39yNKEa9OSAC4+MY5s7vTyh6LpdNglRBL22IK3X0feMFtUTqCWqhdmBDfZIbUYHWQfe/so2/96vYH0ffsviSNrrM6VO+sJr6/UVq8CV6qdlfhTfRStLAI37TGM6FXxtFoIaznCgv5tuNiaQyvCHFhykW8CBVO8Omv+w/g49FjUODw+ATO3rSRv+xprNaaIbl89/A++1YsaLKh+1x/45zZrzTdzGKxtAarhFjaHn9RALgEeMdtUdqb3JTkJSrSuGYBFH1aRNLIJOL6Nm51CKdqVxXFi4vJmGXiR3zTfKz/1XrSjk5DaxRvgrfR/sWJNJggbHN1NZurqzkhuWn3ic/rpaC2btltWTBIbJhSkuzxUBQI8EFpKef7fLxfWtrgCplwxq9+5Bg0ENWK1Enw3zhn9oNuC2GxdGesEmJpH/xF1cA3gK7wtttqHkhPa1Zm0v0f7KfXyb2aPa4Gle0PbyfjpAwSBpvM+H2z+jLunnHE948naXQS6/3r2XrfVhoqvVCQKg1WXn2zpJhZKSn1lImGmJiQwNLKugKxa6oq6R9TF9P+UVkZM5JTKAoGGBefQL+YGIobyBUSjjdYnTx6w0ubmmzoDv+6cc7s37othMXS3bFKiKX98BeVYartrnBblPagyOMp3BITc2RT7ap2V1G9p5qU8QcVnWyQva/uJVAWYMCFA+od9yZ5qdxWSdXOKpLHJlNTUEPVjuihFXt8DS+Znl9WxjFJ9QNkiwMBAlEUmtNSUnmjuJivqiopc4JZTwyzoCyrrGByYiKpHg+ba6rJr60lzdu8r5Zh2z44Iba6dGmzGnccL2OS8FkslnbGKiGW9sVfVACcDqx3W5S25iFf2nJEGo4ydSj6rIjUyalITPOCNouXFJP/Vj5DbxqKJ77+v2jl9koShiQQKAuQMDiBuL5xBEqjWx0ayppaGQyyvLKSqQn1l9NOW7+Or6oOVmgOT0jgsoxefGvzZk7esB4vwsXpxkVUUFvLMCew9Zw0H/fl7+PopCSSPY27isKZvOLeZFSbNp10DG9hAlE7izwWS7fG5gmxtD/+ol34facB7wEj3RanrfhvWkrja1sdSleUkjG9fl6QQFkAT6IH8dRXTCp3VLJtzjYGfncgsb1iCVQGEJEDykjxomL6ZvVl/wf7qd5bTc3+GrxJ0R/4uzKImrQjweNh2WEHrShm9djDG7yGH/bty9lpaeypreXopKQDgaoZMTGc5zMBskckJDB39OgGx2iItJItY9KL1s8tTB8zs8Wd25bngUtvnDO72mU5LJYeg7WEWDoGf1EecDywyGVJ2oSvYmM3lXk845tqF6wOUrGxot6KF4A1N66hcmvlQe0LPiwgWBVk+4PbWXPdGtZct4Z1v1gHgAYUb5IXiRFSj0ylaGEREiPED45ujNmTLmmtubaGGB0fzwnJyfVWyrQVE1f+awoadLMi7SOYqrhWAbFYOhBpKKjNYmkX/L5kzBvnmW6Lcijc1L/Ph3OTkma5LUdjpJbr/of/GWh+NKzLbMw8e35e5lnTXZj6TuDHth6MxdLxWEuIpWMxwarnAI+6LEmrCULwo8TEg/0ZnYySJOml0GXe7EfkvX6it7ayo7OS/vrGObN/ZBUQi8UdrBJi6Xj8RbX4i66ki9aZeTcpcWlQZKDbcjSHoLDXbRmai4BMWjlHG1xz3LbUAFfcOGf27ztgLovF0gBWCbG4h7/oV8B1mNTYXYb7MnwHB3N0UqpiKXRbhpaQUbhufErpto/beZpiIOvGObMfa+d5LBZLE1glxOIu/qJ/Ad/EFAnr9JSKlGyIjZ3ithzNpSyBUrdlaCmTl987FtVGU84fAtuBGTfOmX3I2XxFpJ+InNYGMrULIvJHEfl+K/r9vrnXJSIzIvYnicjpzeh3rog0XEq6eXMfJSLXHcoYFvexSojFffxFrwKnQOMF1zoDj/nSliLScBncTkZBCl2hSFw94mtK+g7eMW9pOwz9BTDtxjmzl7fReJnAGyLSJ3RARGJF6vKziMi7IlIsIvkNbDUi8o3IgUXkAxEpaaLf5c243j+ISPOz5DnTA/8UkUZTOIiIB3gwQo7/A24Qke+Ebd8XkaFh/QQTnD4k7NhtIpITsR3ThJw+4K/Shf4fLQdjlRBL58BftACYCsx3W5TGeDotpU2XvbY3e33SdBGXTsiY9c+f6AlUt2WCuzuBE26cM3tbawcQkQUiskZE5ovIfOAfGFfiW2HHFgA/C+tWCVylqn1UtQ/wAXBh2P7HRA8ergFuDrWL3Jx+BxRMEZkpInnhmyOfF1gZeU5EznP6xTrKRDh/BV4E6hU6EsMBxURVg8CPgRLn/EmY/+E3gZSwLTFsjG8BeZgcVa87shwGXAlsAZY62/FAvcQ1jkK3Nez6HsE8w750jm0WkT0icleU+2nppNhkZZbOg79oG37fLMAP/IJOpiRvjonZWuTxTHJbjpawJ53mpy7tRHg0GHPEmkdLVk645lCH2gdceeOc2a+1gVgVwN+AN4AqVVXnYXipqq5toE8QQES+BFKBvsBMMZl2s8PbRFCvJpGIXACsVtXw1UPhsVQxQKmqTmjqIkTkQ+oUjLuBa0UkWlxWttTPCeMFfgv4ReROjPUyEagVkb8CnwH3AQNV9TfOXP/F3J+QohUPfAT8FKO8fI65/mrgVeA4YCFmCX9k7aN44IeqeqBCtzPvU6q6tKnrtnROOtWXvMWCvyjgBKyeBnSqCqt3Z/g2IO2Qqasd2ZnRdFr5zkq//GVTE8v3fHoIQ3wETGkjBQSMYqBALrBcRJYCg4CXRGSpiGx3HrrhKICqjgUuxDzI/wr0VtX7w9tE6xfGb4EzGmmzEvhBM6/j/4DQff0hEKuqMcBhQLmqxkTbMIpLjnM9PwRuAear6uGqOhr4DXAycI2IPCQiDwFfB/4lIuOc+ULK1e3AWRHHwNybhqpSV3PwfTkX6N/M67Z0QqwSYumc+IveB6Zganm4joK+l5zU5VLO785ocTxAp2LK8ruHoVrewm5B4PfAyYfifmlg3IkYN8AfMQ/kIuBB5/MHwAAR+W5Yn1ggXkSuB17CPPTPB5aJyIlOm2iKbTTFZGtDgqnqblV9X0TOFpFAA3EktSJylqrOV9UtTr9KVQ0pAbE0slJNVWtUNXxlmAfwikiCiMRhgn4fxLhVcpytDPhLFNnfx1g9IokDNjckAwdbjWqAF0Sk0NmKReSlRvpbOhnWHWPpvPiL9uD3nQXchskpErUgW0cwLzFhRa1Il3LFAOzxcUgrENwmsXL/oP57Fn24u/8xs5rZZSem/ssH7SBOLOYhGEfdd6dg3AQJzjGv8zlEjLOdA3xTVeeJyH3AL4ECp020l8FIxaQXsKOJNmAeyltVNfOgAUVWYmJUGiKNg10gjREHnIpRvlRVTxCRTcARwDNOm9SQq0pEvHDAPfgfZ66siGtJUtX9jsEx8vpiiHBTOZynqu86cwgufk9YWo5VQiydG3+RAn/F75uL+WLLdEOMezPS22vJaLtSkEpfBZXoD6wuwbi1Txy/p+/ULeqJGdZE0/8Bl984Z3Z7JWjrhXng/glIdo6lApdiHu79gU9V9YGwPgXA7zCWjccjvHlXYh7K0awPB2J5RCQdGABsaKhNGEFgiBOr0lL6AX1FJPJBL0C+qka6PVIx/5P/xFiHQnyhqrMc2cNXvJ0A3IVR2kLp+Qc7P+Mx97c4rH2kKzEFGl/tpSbRXZfJEmyx7hhLV8FftBDjnvlPR09dIVK+Jq7r5AYJJ+iRGDXBmV0Wj9bGj/3qmV2NNKnGWMuy2lEBAaMAV2GUnWmqejTG8hLEPGCnY1wuB1DVC1V1uKpmOtaJ6wF/2P4pRF8RFr4y5QxguaruFpGQC6OI6C4bgG2h8aNsjVmIJgAfRIkFuYDo8VnDgD2Yl9lwC8pRIrJIRBZhltGG7sVHmDiSp4HXgWnUKVZvYSwoSSLyW2AuBytdA4CdIvKe43bJd44947ibilqpfFlcxCohlq6Dv6gIf9F3gZmYQLwO4em0lCWIpHbUfG1NTQz73ZbhUBm0a8GxcVWF0Sowvw9MunHO7L+3Z/0XEZmAeehvwjw8/+k8LIdgluU+BTxLmMVJRCaKyGsi0ldEPnVWxCQDc0RkmuM6eAZ41nFVhHMm8B8RScC4bu4VkVHAuyLyN+ACVX02iqiKYwmJsm0WkV1R5gpxHnUBq+H0B6IpgbOA5RiFKeDEhcRgLCFHO0pakYh4nXNgrCfFmFiRyw4IrXoLRiH7BJitqo84SkvoXiZhFI48jCJ4YNlz2LLlc7FWkC6HVUIsXQ9/0TxMPoJbcXIUtCePp6UlNN2q81IeX8/E3WWZsuye3tQt9dyNif045cY5s7/sgOmvBnJVdR8m/8ZZmCW72zHuCMW4Vd4M63Obc6wUE4RZrarPYx6Wi4Ek4CLgaMyqkAM4S1p7YVbibAceUtUNmPwZXwfmiUg095TQgCWEupUkB7nmRGSmI+PTUcYcAGyLaJ8InIhRwBIxsRpXYZSxdGe10FKn31Lg507XccA6zFLe8KW2YzArax537llIiQtVgT4R2KWqpTQet9KSmBZLJ8AqIZauiSmC9w9MQqNnmmreWnbEeHfu83qmttf4HUFRctfLmhqNlPKdI3rvX/kxcC8w9sY5s5/qiHlFZBqmxtEdIvIT4EmMAvwRRlGoAC7BZChdLyJ3iElnfhHm4Rta0dEHQFXfwjws38K4NC4GBkooGlPkcBH5PbAeE4x6gZMYDFVdCRwL7AeWiEhomWuI5nyn17OEiLHyPQg8oaororQfSYQSglE45mGCcC8BKlR1DkaRWYoJOD0VKASuVNXfOv1mAAtVdbPzuT/GZfMs8COgnLrA3h9Rl0vlKozVK3SN/xKRbeEb8F9sUGqXwwamWro2/qIdwMX4fQ8C92DetNqMe9N9X9JFKuY2xL5Uqcnc0y0q1X84ecWcH49bu2ZpB8/7FSZ76WIR2Qo8CkwCnsPEgGx2lIQfiMiTwFhgDXCNqq4BEJEvgG0iErLcxWGWsn7qvN2/77TzAg9jLCvfUNXQg/cAqlokIl/HZIGNXO0SCwwXkcIo1xFSPuJwAjwdBeQVTIzJDaGGItIX+DYwGpPf5Lywc7GYTKnfwVgtjgJ+ISKjnXvyCrDDSeb2MPCOiFyDSWYWq6pLnKEuxFhQngXuVdXXRCTTkb8Y41qZ7ihnSl08WAJwrWNVOoCIzML8bixdCOmYqtkWSwfg98Vi3p5+Td3qhUPiqMyhG6tFulx+kHCufDsw96wvdKbbchwC64GfjFu75hW3BekIRCReVTvEeiUiXwNuxqSSLw477gHewyhKr6jqixH9MlS1IOLYZOAIVX064vjxQJGqrhaRFEfpwklgthXoo6p5LZA5EePa6lLVty3RsUqIpfvh9w3BBPNdycHL/JrNwoT4VVcP7D++zeRyiTMXBRdc9U7weLflaAWFmOWt94xbu8b6+i2WboiNCbF0P/xF2/AXXY/xZd+B8TO3mLsz0rv00tYQu9PbxirUgezHZCQdPW7tmjusAmKxdF+sJcTS/fH7+mDcNDcSlregMaqh6ujMoRVqEkV1aQbn6+Y7HgwMd1uOZrABozQ+Mm7tmlYpjhaLpWthLSGW7o+/KB9/0S+B4cCvaEbyrudTUxZ3BwUEID/NrMroxHyCqady2Li1a+61CojF0nOwlhBLz8PvS8YsubwViLry5dShgz7bHRNzbIfK1Y48++faEjGJojoLQczKktvHrV2zwG1hLBaLO1glxNJz8fviMcsEvwecFDqc7/XsPXno4AxEus0S9if/WrspNsAIt+XAZMp8BLhz3No1kWm5LRZLD6PbfMlaLC3GX1SFydD4OH7fYRhl5PL7031rMRkkuw2VsRTHurugcTMmIdb949au6fJp5C0WS9tglRCLBcBf9BXwM/y+X36WkHA6sBc4m/pl2bssJUmUpTZWxL192IXJYvm0dblYLJZoWHeMxdIAEx+b6MMETJ4HnEYXVkh+/VRg7oTNHZKwbD8m1uNp4MNxa9fYhFIWi6VBrBJisTSDiY9NTMKUVD8XYyHp7a5ELeO63MCHs5frrHYafgPwqrPNH7d2TW07zWOxWLoZ1h1jsTSDFZevKMe84b808bGJXkxVzzMw5cyPoZMXztqdIbGm/EabUAUswlR4fXXc2jWr2mpgi8XSs7BKiMXSQlZcviKAqSA6Dw5YSU4AZmKUkmMxRcI6DbsyWu1KCgKrMcXHPne25TaLqcViaQusO8ZiaWMmPjYxAZgATAWmONtk2qioXmsYuVPX5TwaGNOMppuor3B8MW7tmrJ2Fc5isfRYrBJisXQAEx+b6MGURZ/k/BwNjAJGAINpZ6tkarnuf/ifgV7ObgmmeulWTJXUPGAxsGjc2jX57SlHV0NEpgKVqrrGbVkaQkSGAKeo6mONtBGN+LIXkSlAsapubGcRQ/N9C1NN9+2OmM/SNbBKiMXiMk6MySCMMtLb2XqFfe6NsaLEhG2xYZ+rMUX6ypyfoa0UyAf2ALuf+3PtDmDruLVrCjvo0g4gIh8BIUtMDGbp7nmY+JJw0oBa4DxV/UREFmKsSiH3TwpQ6bQBSAJ+pKr3Rsz3JHA7sFRVg86xfhi32fcxSepUVRu18ojIfcBAVf2Gsy8YV1tNaNwofY7DJGQ7WVV3N9AmRlVrnc9xmN/RaFXNF5HTgf9T1ZPC5vQ0VLpeRI4CPgUGqGrUkgQi8j3gUuB6Vf3SOfaCc39+39g9cNo+Arylqs+EHQsCE1W1WTFBIvI74ERVPaU57S09A6uEWCyWdkdE3sFUxs0EslT1Ww20ywOmq+o2Z38+cKeqPu/sfwpkq+qHzv4zwDuq+nDYGOmYOJbrMIrICGfe1zAKRH9gLTBKVQeG9Rvr9AvPaeLD1Bxa7ux7gETgclVdThQcC8PnQHw0RUVMJt4qoII6ZcoHFDmfY4B4jFKJM99zqnqZ0/9mTMmBcIYDOzEKaYifqeqzYXPeCvwSo/xtAL7E5MMJV25igKCqDguTNwWTbG68qu4KO14OTIhmSRGRZKdPadjhOIwSGUpW53H2r1XV/0aOYekZ2MBUi8XSEYQedMcB77WgX3XTTYh80J8LfKWqr4rIDowiUggcD0wDblLVC0Rkg4j4VDX08K/APPhnAl5VrRaRWUCOqk5vgcxBjJsjqqXEsYB44YCVIxajlAxQ1UoRmYax7lzYwPiJwOuqelNDAojIo4St2HLm/IuIvA2sAv4D/FpV/9qM67kYoyStNeISBIY6P6NeI8Za1RsYG7LOiEgv4B/Adara8anzLJ0SW0XXYrF0JLNxlBARqRaRfBHZJyK7GmhfC9wnInmOlWQq8EzY/jlR+lwX9vkMzFLiy4ClGDfJaSKyEvMgfStiLnXmWCEiS4GHgIkistTZKkQkK9RBRNJE5HARGSwiA0RkAMbSUhXad7ZMERkvIhkRst4CPAaMo841dTZ11oJoNDcBXMCRMUZEbhGRRFVdAlzpzHdT6D6GbcvCB3AsKD8DjlTVdEe2wjA31kkicnnkxI7rKEj9deHxwOW04VpxS9fHWkIsFktHMQgYggmEBfPQHQKkY1bkRCMWuKEJd8yBlynHcjEMWOc8QC9xthXAi5jl01djHobLVHVa2FxBjCKSCfgxD8sjMJaAHKfN34ATRKRIVecDMzDxLTXUPVxjMDE8a8PG9mIewpcBIRdJKnAb8DVnzkoR2QNcAywUkT84fWtV1R8h58XOtYYTR33L0cvOTx8m4+9NTmzIQkyel4dUdaqI3A/cpqqlIrI5Ykw/xj21wtk/Hpgfdr4IeEREtqjqBxxMuKUkFNez27GogLlXv1LVO6L0tfQArCXE0ukRkSQRaTAZmIjEiUi7pFQXEa+IxLewT38R6dse8nRxdgDvYB68UP8B1ZBZPwH4t2MxyQeOAl4J2/8G9dPpHwn8xfl8IiYe5GPgKoxF5M/O8deBlRFzxWIe4nHOmAnOZ0/YvmCUiRgAVc1V1SRV9alqumMtuNkZb2LomKqmqmpcWIxGHPAA8C/MKqVHMdaJ2zCxHQsxLg0FfhAhZwzwtKpOCG3AC8DKsP2JwFsiEquq+1T1bIwrZLaqLsUELJc4420AznJcQwey3YrIaRiryXPAJyIyCPiWcx9DLMModc+JyPCwvh7nvkXLntsn7F75gHuitLH0FFTVbnbr1BvGjK5NbM+Htb8S89YtmGDEkZiVGZud80lOn4QG5psPnO18PgHzUCjFmMjzMCtPrmlE3r8CH2HiCly/f51hA97EJHIbBRRgAhILMQ/2AUCe0y4PGNLIOJ8Cs5qYKxP4EKNUJGPiH2ZjXAk/wSSZOxU4C8gI6zcZWIexbizDWAu+dH73i5ytAhNY29j8L2IUrj830uY8jLtkpXMffgFMd+aaEtauL7Alou+vnD55zlYF7A7bz8MEhe4ELoromwZc75yriOiTh7FWbMes1AndSwH+hFnBsy/0f+PImul8vhNjMfE6+6mY/7HYsLn7OMdi3P57tFvn2awlxNIVmIl5mCQ62xzMSovQfjrmTTdEHOaN+3bMF+gOzJdrPICqlgNVaoIA4503QEQkwTHhV2J8+vHAAjUrKOZjFI9MYC6Oz96JCcgQkWSnfwLwe4yZ+vDQMceak+6s3OixqOoGzIqMqZjfzZeYlSRRv4v+v71zjbWjKsPw8/WCLS2lgKAVDLVeKmkRYxBqDTehBqISgRpraWwRIgmRAMak9VKLqIhRCNEAVkJSiSFIRMGEFG9IBEKoUVEIv7gULQlUK5W20FLK54/3G87s3XNOS9XMac/7JJOzZ+01s/aembPXu9Z3WRExrWYNBqWubb+fRcNXgCXIpPIEEqYHMyB8DqM3s+101AEfDFySmccCF6Jn7I7aXwwMmTOkImxOQ74on639wbiz2lmKOu9vIRFwGTCr5WcxAYmFNocBV2bm9Hoe1yKxMb21HZmZ07I3pHZOtXsTMlHdBswEvl3nmYPMYu8AngTIzLWZmSiqZgNy0h3MqfSLwG8oh1t0fTdk5vaI2BERG5B5agPwbM1kvVgOtGYUY58QM+LJgegFACJiB7KTNz+GW/vqr4yIjwLzgdOBx+utQ8uZEeAN9Xo86hDXo/DMN6GO6QPoB/XICkWci6adQTMpTejhymrnFXodBicBpzDgJzAW/b89CJz4ui7AvsOREfFlJAaeRNdjJhKRf+6vHBFjkXh4KSKa63ggMsc0/gXj0Jo+5w3S3k9Qx7ih2lmK7sNBwDIkfAKZQkAzIA8jgXlzRCwDLgL+CJwZEc0ihucM9uVKwN6IQoofiYirkL/EyZnZE+WTmRkR5yEx/XNkTrk7M38YEccBd0XEXUiE9OdSmQn8rtXmEcAv6v+izYczs+1rcyFwbyrqZwrwAhLnF4dCoTcBL2Zmv+gBiZBNaMZjJ+qY5a2it9Pr+zMzM3sS4UXE5ehZMKMYixAzoilfkFdqNDZcvaaT3w6sQKPaScBTmXlERMwA1mTm9Jrh2Fyjv9fIzBl1rrvRiO/e2r8GuC8rdwXqxP5Vx3wKOS62P0vzOWZl5to9++b7JJOQP8a8zHwmIn6A7u2zoayfPaQiLPZvl/U7pg5HZj5WES6BOu2j0Wj/olSIbvPMUAJjIXIcfQi4BXWqNwNno0RfDwLXDHZP65lahUTtFVV8DRItt0XEgkFmECYi/5WHkRnoqfrca+raTKvP/pqACeXfmAMsqqIz0TM+u1VnDAo1XtsqOwSJp1lVdBCwKTNfLWE4AT2zWyNiv7ZoiogvoYijOZm5u2sGnYBmuWDAIXUwvAbRKMcixIx0VgOntrzpXyMiVvQV/QUlZPog+hG8AzkyNqO8a6veq2j0NyYHsmkeh8I1t6CR+e3V5uNo5Pn+iDgRjVjXVltm9xkPPJaZ1zcFmdlOuDUxIqah3BKbS3xOZiBstmFM1Z3cKgvkZ/B87Tc5ON6JOuy/odmGr1Xdpv0dZR7bhsTAc8hfZA26xxegqJJtmflERMwFfhYRC5BIvbXamQtcX+2elpUJtc7/SWS+uy8iFuVAttJxaKbmXUgcnYvMLKfUscur3sfoNcdcAPwpM9dHxFFoJm5J37U+BgmM9a2yS9AsyN9b13FhRCxs1ZmIhOKqem8G8H3kMHtyS4Q3NFl7e6h7t4gBMTYG+Gsow2qbKcCtmNFN104p3rwNt6Hp9ymoQ5qMHN6eRZ3EgX3lU+uYJhPwr4BPA5ei0eRGZLrZWq9fRgmb+tv8AvCNer0f+pGfDyxA0+efAA5v1Z+LOspXWttg+2d0fT07vI/3M4xDaV3fdcDVtT+nrtlWZPoabttCObbWse9FHf8Dda/GAefXZ2hMEP+uc/+yjpmHcmEAHFV/b0KOo+e2zj0ezQrMrP0f1ef8MXDAEN/tUOCeet5OqrI3I2H8AHL6PAt4S98xjVPs56psLAqVPRt18huR70pzzIeQ4NoC3NAq3x9Fw5w0zPWfhXKiXNkqmwh8lZbzbuu9qO89e5D3DkeO2c3/43YUEdNf73JgVdfPprduN6dtN3sVoXU1rkM/zt/JzFuGqHcxGt1ejn7sj8/MJWWHnpCZy8op7tHM/G4dswKNhiej2ZArkJ/HKjRabUaCx6JU03fWce8D7kmFHLbNMW/LmrqPiHUo1ffryRY6ailTSWTNKuzhOcbnEOaDukfjgB1D1dnNNmYDb83M1buoNwY4KzNvb5UdkJmbhjnmPcjUsqlVNjUzN0bEG4Fj2s9TfafjURTYur5zHZ6ZzwzT1hlI2CztP/a/JSImZ+bmXdc0oxGbY8xeQ3VMX0dT308C10XErzPzH331FqGR7xVoRPnCbjZxNBpdgsw6l6Ewzm3I2XBVnf8OepNCDZXjop/dzXQ56skhFmt7necYUlyUuNljgdM6z6PsnG9ksHqvIlNeu2xIAVLv77Q2TWZurL//pC/9fX2nB4Y415ACpN5fjUyf/3MsQMxwOETX7E1cjUwwN9YsxB9QCu9JTYWIOAVFQZyOZkuajmZhRGxEURGX1uu2PRyUS6RJR311Zk7KzN9j8WCMMf8XLELMiCciDomI21COhnNaI6slyMv/oYiYBZBKHT03tdrnbAZMKLeUueQqNKsxFUVANG1MBt4NfB45tbaZgNYv2Vji5SP05pfY2Wu29/OPQTlKLGaMMaaFzTFmxBJadfN8ZBp5Djg2lewKUP6QiDgBmWceiYh70bobL1VUwmIUHXMiMD+01sZUnToWoAyOzVT6onp9NvBTYEZEPI9yh1yLkkkFcg6cAhwUEeNqCrw/pXwj7iMiPgN8D5l5djltb4wxowmLEDOSGYuWZf8msDL7Ej4BpFbzXFx5FU7NzMcj4jLkD7I8lStiHkrrvqR9bDmmTqzdl1EOiKcj4vhq9+MoCdYRyFl1LJrN2A78NjObNTSeojdjayNK9kOhoU8D92dmf9IpY4wZ1Tg6xuxzVOKpHU2nX6aW8TmQR8IYY8wIwCLEGGOMMZ1gx1RjjDHGdIJFiDHGGGM6wSLEGGOMMZ1gEWKMMcaYTrAIMcYYY0wnWIQYY4wxphMsQowxxhjTCRYhxhhjjOkEixBjjDHGdIJFiDHGGGM6wSLEGGOMMZ1gEWKMMcaYTrAIMcYYY0wnWIQYY4wxphMsQowxxhjTCRYhxhhjjOkEixBjjDHGdIJFiDHGGGM6wSLEGGOMMZ1gEWKMMcaYTrAIMcYYY0wn/AfDwv4NyrI3MQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "plt.figure(figsize = (4,4),dpi=100)\n",
    "lbs=zhanbi_situation.index\n",
    "plt.title(\"各店铺销售额占比情况\")\n",
    "explods=[ 0.1 if i==\"阿里健康大药房\" else 0 for i in zhanbi_situation.index]\n",
    "plt.pie(zhanbi_situation,explode=explods,autopct='%1.1f%%',labels=lbs,pctdistance = 0.7,labeldistance = 1.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "id": "d4a2d252",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_time</th>\n",
       "      <th>id</th>\n",
       "      <th>shop_name</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sold</th>\n",
       "      <th>discount</th>\n",
       "      <th>brand</th>\n",
       "      <th>parameter</th>\n",
       "      <th>sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-12-01</td>\n",
       "      <td>3437759489038</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>民生21金维他多维元素片30片儿童男女成人补充维生素矿物质缺乏</td>\n",
       "      <td>22.416667</td>\n",
       "      <td>366</td>\n",
       "      <td>0.95</td>\n",
       "      <td>21金维他</td>\n",
       "      <td>产品名称:21金维他 多维元素片（21） 30片*1瓶/盒||药品通用名:多维元素片（21）...</td>\n",
       "      <td>7794.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>4363644898037</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>买2送礼】elevit/爱乐维复合维生素片140粒维生素缺乏症贫血官方</td>\n",
       "      <td>371.666667</td>\n",
       "      <td>32</td>\n",
       "      <td>0.9</td>\n",
       "      <td>elevit/爱乐维</td>\n",
       "      <td>品牌:elevit/爱乐维||药品名称:复合维生素片||药品通用名:复合维生素片||生产企业...</td>\n",
       "      <td>10704.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020-06-01</td>\n",
       "      <td>3452991932319</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>朗迪碳酸钙D3片100片孕妇哺乳儿童钙片中老年人维生素D咀嚼补钙片</td>\n",
       "      <td>119.0</td>\n",
       "      <td>6425</td>\n",
       "      <td>0.9</td>\n",
       "      <td>朗迪</td>\n",
       "      <td>药品名称:碳酸钙D3片(II)||药品通用名:碳酸钙D3片(II)||生产企业:北京振东朗迪...</td>\n",
       "      <td>688117.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2021-12-01</td>\n",
       "      <td>4498163570749</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>惠氏玛特纳复合维生素孕妇型叶酸片备孕期孕妇专用天猫备孕孕早期</td>\n",
       "      <td>376.428571</td>\n",
       "      <td>70</td>\n",
       "      <td>0.95</td>\n",
       "      <td>曼多能</td>\n",
       "      <td>厂名:仙乐健康科技股份有限公司||生产企业:仙乐健康科技股份有限公司||品牌:曼多能||系列...</td>\n",
       "      <td>25032.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>4307132621923</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>汤臣倍健维生素b族片复合维生素b2b6b12vb维b综合b男女性维他命</td>\n",
       "      <td>60.0</td>\n",
       "      <td>7416</td>\n",
       "      <td>0.9</td>\n",
       "      <td>BY－HEALTH/汤臣倍健</td>\n",
       "      <td>系列:维生素B族片||厂名:汤臣倍健股份有限公司||品牌:BY－HEALTH/汤臣倍健||生...</td>\n",
       "      <td>400464.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75100</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>3313044688578</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>仁和维生素C咀嚼片80片/盒补充维C营养素预防坏血病维生素C片药品</td>\n",
       "      <td>49.0</td>\n",
       "      <td>504</td>\n",
       "      <td>0.9</td>\n",
       "      <td>仁和</td>\n",
       "      <td>药品通用名:维生素C咀嚼片||生产企业:江西新赣江药业股份有限公司||产品名称:仁和 维生素...</td>\n",
       "      <td>22226.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75101</th>\n",
       "      <td>2020-06-01</td>\n",
       "      <td>3561574613093</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>优卡丹维生素ad滴剂胶囊40粒1岁以下维生素d滴剂鱼肝油促进钙吸收</td>\n",
       "      <td>379.0</td>\n",
       "      <td>523</td>\n",
       "      <td>0.9</td>\n",
       "      <td>优卡丹</td>\n",
       "      <td>品牌:优卡丹||药品名称:维生素AD滴剂(胶囊型)||生产企业:南京海鲸药业有限公司||规格...</td>\n",
       "      <td>178395.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75105</th>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>3435079967513</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>恒健维生素C片VC 维C100片补充维生素C妊娠呕吐发少发黄vc片药用</td>\n",
       "      <td>6.0</td>\n",
       "      <td>33712</td>\n",
       "      <td>0.9</td>\n",
       "      <td>恒健</td>\n",
       "      <td>药品名称:维生素C片||生产企业:广东恒健制药有限公司||规格:100mg*100片/片||...</td>\n",
       "      <td>182044.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75108</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>3733029515023</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>星鲨维生素E软胶囊100mg*60粒/盒心脑血管疾病 流产 不孕症</td>\n",
       "      <td>73.5</td>\n",
       "      <td>119</td>\n",
       "      <td>0.9</td>\n",
       "      <td>星鲨</td>\n",
       "      <td>规格:100mg*60粒/盒||生产企业:国药控股星鲨制药（厦门）有限公司||产品名称:星鲨...</td>\n",
       "      <td>7871.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75109</th>\n",
       "      <td>2020-08-01</td>\n",
       "      <td>4068429729290</td>\n",
       "      <td>阿里健康大药房</td>\n",
       "      <td>力生 复合维生素B片100片/盒 维生素缺乏症脚气矿物质缺乏症厌食</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2974</td>\n",
       "      <td>0.9</td>\n",
       "      <td>力生</td>\n",
       "      <td>产品名称:力生 复合维生素B片 100片/盒||生产企业:天津力生制药股份有限公司||药品通...</td>\n",
       "      <td>19806.84</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16958 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       date_time             id shop_name  \\\n",
       "2     2021-12-01  3437759489038   阿里健康大药房   \n",
       "4     2021-03-01  4363644898037   阿里健康大药房   \n",
       "9     2020-06-01  3452991932319   阿里健康大药房   \n",
       "10    2021-12-01  4498163570749   阿里健康大药房   \n",
       "17    2021-09-01  4307132621923   阿里健康大药房   \n",
       "...          ...            ...       ...   \n",
       "75100 2020-04-01  3313044688578   阿里健康大药房   \n",
       "75101 2020-06-01  3561574613093   阿里健康大药房   \n",
       "75105 2021-03-01  3435079967513   阿里健康大药房   \n",
       "75108 2020-04-01  3733029515023   阿里健康大药房   \n",
       "75109 2020-08-01  4068429729290   阿里健康大药房   \n",
       "\n",
       "                                     title       price   sold discount  \\\n",
       "2          民生21金维他多维元素片30片儿童男女成人补充维生素矿物质缺乏   22.416667    366     0.95   \n",
       "4      买2送礼】elevit/爱乐维复合维生素片140粒维生素缺乏症贫血官方  371.666667     32      0.9   \n",
       "9        朗迪碳酸钙D3片100片孕妇哺乳儿童钙片中老年人维生素D咀嚼补钙片       119.0   6425      0.9   \n",
       "10          惠氏玛特纳复合维生素孕妇型叶酸片备孕期孕妇专用天猫备孕孕早期  376.428571     70     0.95   \n",
       "17     汤臣倍健维生素b族片复合维生素b2b6b12vb维b综合b男女性维他命        60.0   7416      0.9   \n",
       "...                                    ...         ...    ...      ...   \n",
       "75100    仁和维生素C咀嚼片80片/盒补充维C营养素预防坏血病维生素C片药品        49.0    504      0.9   \n",
       "75101    优卡丹维生素ad滴剂胶囊40粒1岁以下维生素d滴剂鱼肝油促进钙吸收       379.0    523      0.9   \n",
       "75105  恒健维生素C片VC 维C100片补充维生素C妊娠呕吐发少发黄vc片药用         6.0  33712      0.9   \n",
       "75108    星鲨维生素E软胶囊100mg*60粒/盒心脑血管疾病 流产 不孕症        73.5    119      0.9   \n",
       "75109    力生 复合维生素B片100片/盒 维生素缺乏症脚气矿物质缺乏症厌食         7.4   2974      0.9   \n",
       "\n",
       "                brand                                          parameter  \\\n",
       "2               21金维他  产品名称:21金维他 多维元素片（21） 30片*1瓶/盒||药品通用名:多维元素片（21）...   \n",
       "4          elevit/爱乐维  品牌:elevit/爱乐维||药品名称:复合维生素片||药品通用名:复合维生素片||生产企业...   \n",
       "9                  朗迪  药品名称:碳酸钙D3片(II)||药品通用名:碳酸钙D3片(II)||生产企业:北京振东朗迪...   \n",
       "10                曼多能  厂名:仙乐健康科技股份有限公司||生产企业:仙乐健康科技股份有限公司||品牌:曼多能||系列...   \n",
       "17     BY－HEALTH/汤臣倍健  系列:维生素B族片||厂名:汤臣倍健股份有限公司||品牌:BY－HEALTH/汤臣倍健||生...   \n",
       "...               ...                                                ...   \n",
       "75100              仁和  药品通用名:维生素C咀嚼片||生产企业:江西新赣江药业股份有限公司||产品名称:仁和 维生素...   \n",
       "75101             优卡丹  品牌:优卡丹||药品名称:维生素AD滴剂(胶囊型)||生产企业:南京海鲸药业有限公司||规格...   \n",
       "75105              恒健  药品名称:维生素C片||生产企业:广东恒健制药有限公司||规格:100mg*100片/片||...   \n",
       "75108              星鲨  规格:100mg*60粒/盒||生产企业:国药控股星鲨制药（厦门）有限公司||产品名称:星鲨...   \n",
       "75109              力生  产品名称:力生 复合维生素B片 100片/盒||生产企业:天津力生制药股份有限公司||药品通...   \n",
       "\n",
       "          sales  \n",
       "2      7794.275  \n",
       "4       10704.0  \n",
       "9      688117.5  \n",
       "10      25032.5  \n",
       "17     400464.0  \n",
       "...         ...  \n",
       "75100   22226.4  \n",
       "75101  178395.3  \n",
       "75105  182044.8  \n",
       "75108   7871.85  \n",
       "75109  19806.84  \n",
       "\n",
       "[16958 rows x 10 columns]"
      ]
     },
     "execution_count": 301,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_ali=data[data[\"shop_name\"]==\"阿里健康大药房\"]\n",
    "data_ali"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "id": "8f257242",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_ali[\"price\"].max()\n",
    "b,a=np.histogram(data_ali[\"price\"].values,np.arange(0,1400,200))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "id": "137dbd00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0-200       0.904883\n",
       "200-400     0.082557\n",
       "400-1200    0.012560\n",
       "dtype: float64"
      ]
     },
     "execution_count": 303,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "zhekou=pd.Series([15345,  1400,   213],index=[\"0-200\",\"200-400\",\"400-1200\"])\n",
    "zhekou=zhekou/zhekou.values.sum()\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "plt.figure(figsize = (4,4),dpi=100)\n",
    "plt.title(\"阿里健康大药房药品销售记录价格分布\")\n",
    "\n",
    "plt.pie(zhekou,autopct='%1.1f%%',explode=[0.1 for i in range(3)],labels=zhekou.index,pctdistance = 0.7,labeldistance = 1.05)\n",
    "zhekou"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "id": "89a7d48a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'阿里健康大药房销售额随时间变化图'}, xlabel='时间', ylabel='销售额(单位：元)'>"
      ]
     },
     "execution_count": 304,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#分析阿里健康大药房销售额随时间的变化\n",
    "data_ali.sort_values(by=\"date_time\",axis=0,ascending=True,inplace=True)\n",
    "sales=data_ali.groupby(\"date_time\").sum()[\"sales\"]\n",
    "sales=pd.Series(sales.values,index=pd.date_range('2020-01','2022-01',freq=\"M\"))\n",
    "plt.figure(figsize = (6,4),dpi=100)\n",
    "plt.xticks(rotation=-45)\n",
    "plt.grid(linestyle='-.')\n",
    "plt.title(\"阿里健康大药房销售额随时间变化图\")\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"销售额(单位：元)\")\n",
    "\n",
    "sales.plot(linewidth=0.7,c='r')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "id": "279b0bf8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "brand\n",
       "星鲨            9.774118e+07\n",
       "elevit/爱乐维    8.847855e+07\n",
       "伊可新           5.961078e+07\n",
       "CENTRUM/善存    4.584802e+07\n",
       "养生堂           3.552841e+07\n",
       "朗迪            3.281681e+07\n",
       "21金维他         3.169047e+07\n",
       "悦而            2.830841e+07\n",
       "日日高           2.331764e+07\n",
       "恒健            2.093777e+07\n",
       "Name: sales, dtype: float64"
      ]
     },
     "execution_count": 305,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#阿里健康大药房销售额最多的前十个品牌\n",
    "\n",
    "brand=data_ali.groupby(\"brand\").sum()\n",
    "brand.sort_values(by=\"sales\",axis=0,ascending=False,inplace=True)\n",
    "plt.figure(figsize = (6,4),dpi=100)\n",
    "plt.title(\"阿里健康大药房销售额最大的前十个品牌\")\n",
    "plt.xlabel(\"品牌\")\n",
    "plt.ylabel(\"销售额(单位：元)\")\n",
    "plt.xticks(rotation=-45)\n",
    "\n",
    "plt.bar(brand.index[:10],brand[\"sales\"][:10])\n",
    "brand[\"sales\"][:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "id": "ee3ce8d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "brand\n",
       "星鲨            1229082\n",
       "恒健             818656\n",
       "丽点             712552\n",
       "伊可新            592063\n",
       "21金维他          430407\n",
       "CENTRUM/善存     374372\n",
       "CONBA/康恩贝      361893\n",
       "养生堂            361058\n",
       "elevit/爱乐维     343556\n",
       "浙江医药           321270\n",
       "Name: sold, dtype: int64"
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#阿里健康大药房销量最多的前十个品牌\n",
    "\n",
    "brand=data_ali.groupby(\"brand\").sum()\n",
    "brand.sort_values(by=\"sold\",axis=0,ascending=False,inplace=True)\n",
    "plt.figure(figsize = (6,4),dpi=100)\n",
    "plt.title(\"阿里健康大药房销量最大的前十个品牌\")\n",
    "plt.xlabel(\"品牌\")\n",
    "plt.ylabel(\"销量（单位：件）\") \n",
    "plt.xticks(rotation=-45)\n",
    "plt.bar(brand.index[:10],brand[\"sold\"][:10])\n",
    "brand[\"sold\"][:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "id": "a79ae915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id\n",
       "4157318151010    247710\n",
       "4418809521757    243039\n",
       "3435079967513    216840\n",
       "571172601110     207144\n",
       "3639755185597    203690\n",
       "3236832284935    191317\n",
       "3985464733524    169561\n",
       "3414540274727    129015\n",
       "4543217834215    124346\n",
       "3452991932319    120832\n",
       "Name: sold, dtype: int64"
      ]
     },
     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#阿里健康大药房销量最大的前十个商品\n",
    "shangpin=data_ali.groupby(\"id\").sum()\n",
    "shangpin.sort_values(by=\"sold\",axis=0,ascending=False,inplace=True)\n",
    "\n",
    "plt.figure(figsize = (6,4),dpi=100)\n",
    "plt.title(\"阿里健康大药房销量最大的前十个商品\")\n",
    "plt.xlabel(\"商品id\")\n",
    "plt.ylabel(\"销量(单位：件)\") \n",
    "plt.xticks(rotation=-45)\n",
    "lbs=[]\n",
    "for item in shangpin.index[:10]:\n",
    "    lbs.append(str(item))\n",
    "plt.bar(lbs,shangpin[\"sold\"][:10])\n",
    "shangpin[\"sold\"][:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57062bb5",
   "metadata": {},
   "source": [
    "# 第二题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "id": "16b4c31c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9697\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x2098dbf4cd0>,\n",
       "  <matplotlib.patches.Wedge at 0x209965d26a0>,\n",
       "  <matplotlib.patches.Wedge at 0x209965d2d00>,\n",
       "  <matplotlib.patches.Wedge at 0x2098b92d6a0>,\n",
       "  <matplotlib.patches.Wedge at 0x2098b92de80>,\n",
       "  <matplotlib.patches.Wedge at 0x2098b92d7c0>,\n",
       "  <matplotlib.patches.Wedge at 0x20999d95460>,\n",
       "  <matplotlib.patches.Wedge at 0x20999d95a00>,\n",
       "  <matplotlib.patches.Wedge at 0x20999aee070>,\n",
       "  <matplotlib.patches.Wedge at 0x20999aee550>,\n",
       "  <matplotlib.patches.Wedge at 0x2098dbf4fd0>],\n",
       " [Text(1.5443851039313192, 0.1318129384963721, '4169804230645'),\n",
       "  Text(1.5111759529661513, 0.34474227935784785, '4521420762240'),\n",
       "  Text(1.4653990764164626, 0.5050797430483416, '3415285443577'),\n",
       "  Text(1.404331887241259, 0.6560121572634187, '4418809521757'),\n",
       "  Text(1.3398799680149154, 0.7792442950143105, '542510921766'),\n",
       "  Text(1.2793981662410863, 0.8750087612241064, '551699740249'),\n",
       "  Text(1.2217712429126282, 0.9538212778040402, '3414540274727'),\n",
       "  Text(1.1667027784835964, 1.0204433480985884, '4543217834215'),\n",
       "  Text(1.1098081835555709, 1.0820470395103365, '3452991932319'),\n",
       "  Text(1.0515308303504565, 1.1387637651517015, '4296851710480'),\n",
       "  Text(-0.9563428336017977, -0.4334840073387765, '其他药品')],\n",
       " [Text(1.3949284809702238, 0.11905684767414254, '2.7%'),\n",
       "  Text(1.3649331188081366, 0.3113801232909594, '1.7%'),\n",
       "  Text(1.3235862625697081, 0.4562010582372118, '1.7%'),\n",
       "  Text(1.2684288013792016, 0.5925271097863136, '1.6%'),\n",
       "  Text(1.210214164658633, 0.7038335567871191, '1.2%'),\n",
       "  Text(1.15558544047582, 0.7903304940088705, '1.1%'),\n",
       "  Text(1.103535316179148, 0.861515992855262, '0.9%'),\n",
       "  Text(1.0537960579851837, 0.9216907660245315, '0.9%'),\n",
       "  Text(1.0024073915985803, 0.977332809880304, '0.8%'),\n",
       "  Text(0.9497697822520251, 1.0285608201370207, '0.8%'),\n",
       "  Text(-0.8197224288015409, -0.37155772057609415, '86.5%')])"
      ]
     },
     "execution_count": 308,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#统计药品数量以及销售额占比\n",
    "print(len(data['id'].value_counts()))\n",
    "yaopin=data.groupby(\"id\").sum()[\"sales\"]/data[\"sales\"].values.sum()\n",
    "yaopin.sort_values(axis=0,ascending=False,inplace=True)\n",
    "yaopin=yaopin[:10]\n",
    "yaopin[\"其他药品\"]=1-yaopin.values.sum()\n",
    "explods=[ 0.5 if i!=\"其他药品\" else 0 for i in yaopin.index]\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "lbs=yaopin.index\n",
    "plt.figure(figsize = (6,6),dpi=100)\n",
    "plt.title(\"各药品销售额占比情况\")\n",
    "plt.pie(yaopin,autopct='%1.1f%%',labels=lbs,explode=explods,pctdistance = 0.9,labeldistance = 1.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "id": "70e30739",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#分析销售额占比最高的十个药品销售额随时间的变化\n",
    "a=data[data[\"id\"]==4169804230645]\n",
    "a.sort_values(by=\"date_time\",axis=0,ascending=True,inplace=True)\n",
    "xiaoshoue_a=a.groupby(\"date_time\").sum()[\"sales\"]\n",
    "b=data[data[\"id\"]==4521420762240]\n",
    "b.sort_values(by=\"date_time\",axis=0,ascending=True,inplace=True)\n",
    "xiaoshoue_b=b.groupby(\"date_time\").sum()[\"sales\"]\n",
    "c=data[data[\"id\"]==3415285443577]\n",
    "c.sort_values(by=\"date_time\",axis=0,ascending=True,inplace=True)\n",
    "xiaoshoue_c=c.groupby(\"date_time\").sum()[\"sales\"]\n",
    "d=data[data[\"id\"]==4418809521757]\n",
    "d.sort_values(by=\"date_time\",axis=0,ascending=True,inplace=True)\n",
    "xiaoshoue_d=d.groupby(\"date_time\").sum()[\"sales\"]\n",
    "e=data[data[\"id\"]==542510921766]\n",
    "e.sort_values(by=\"date_time\",axis=0,ascending=True,inplace=True)\n",
    "xiaoshoue_e=e.groupby(\"date_time\").sum()[\"sales\"]\n",
    "f=data[data[\"id\"]==551699740249]\n",
    "f.sort_values(by=\"date_time\",axis=0,ascending=True,inplace=True)\n",
    "xiaoshoue_f=f.groupby(\"date_time\").sum()[\"sales\"]\n",
    "g=data[data[\"id\"]==3414540274727]\n",
    "g.sort_values(by=\"date_time\",axis=0,ascending=True,inplace=True)\n",
    "xiaoshoue_g=g.groupby(\"date_time\").sum()[\"sales\"]\n",
    "h=data[data[\"id\"]==4543217834215]\n",
    "h.sort_values(by=\"date_time\",axis=0,ascending=True,inplace=True)\n",
    "xiaoshoue_h=h.groupby(\"date_time\").sum()[\"sales\"]\n",
    "i=data[data[\"id\"]==3452991932319]\n",
    "i.sort_values(by=\"date_time\",axis=0,ascending=True,inplace=True)\n",
    "xiaoshoue_i=i.groupby(\"date_time\").sum()[\"sales\"]\n",
    "j=data[data[\"id\"]==4296851710480]\n",
    "j.sort_values(by=\"date_time\",axis=0,ascending=True,inplace=True)\n",
    "xiaoshoue_j=j.groupby(\"date_time\").sum()[\"sales\"]\n",
    "\n",
    "\n",
    "plt.figure(figsize = (10,8),dpi=200)\n",
    "f, ax = plt.subplots(1, 1)\n",
    "ax.plot_date(xiaoshoue_a.index, xiaoshoue_a, color=\"blue\", label=\"4169804230645（swisse维D）\", linestyle=\"-\")\n",
    "ax.plot_date(xiaoshoue_b.index, xiaoshoue_b, color=\"red\", label=\"4521420762240（elevit/爱乐维维B）\", linestyle=\"-\")\n",
    "ax.plot_date(xiaoshoue_c.index, xiaoshoue_c, color=\"green\", label=\"3415285443577（elevit/爱乐维维B）\", linestyle=\"-\")\n",
    "ax.plot_date(xiaoshoue_d.index, xiaoshoue_d, color=\"purple\", label=\"4418809521757（星鲨维D）\", linestyle=\"-\")\n",
    "ax.plot_date(xiaoshoue_e.index, xiaoshoue_e, color=\"orange\", label=\"542510921766（swisse钙+维D）\", linestyle=\"-\")\n",
    "ax.plot_date(xiaoshoue_f.index, xiaoshoue_f, color=\"gold\", label=\"551699740249（swisse钙+维D）\", linestyle=\"-\")\n",
    "ax.plot_date(xiaoshoue_g.index, xiaoshoue_g, color=\"yellow\", label=\"3414540274727（星鲨维D）\", linestyle=\"-\")\n",
    "ax.plot_date(xiaoshoue_h.index, xiaoshoue_h, color=\"m\", label=\"4543217834215（星鲨维D）\", linestyle=\"-\")\n",
    "ax.plot_date(xiaoshoue_i.index, xiaoshoue_i, color=\"y\", label=\"3452991932319（朗迪碳酸钙D3）\", linestyle=\"-\")\n",
    "ax.plot_date(xiaoshoue_j.index, xiaoshoue_j, color=\"tan\", label=\"4296851710480（星鲨维D）\", linestyle=\"-\")\n",
    "\n",
    "\n",
    "ax.legend(bbox_to_anchor=(1,1))\n",
    "plt.title(\"药品销售额随时间变化图\")\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"药品销售额（单位：元）\")\n",
    "plt.xticks(rotation=-45)\n",
    "plt.grid()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d58ac22",
   "metadata": {},
   "source": [
    "# 第三题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "id": "bfc058ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "535\n"
     ]
    }
   ],
   "source": [
    "#删除brand、parameter都为空的行\n",
    "data=data.dropna(subset=[\"brand\",\"parameter\"])\n",
    "print(len(data[\"brand\"].value_counts()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "id": "9d22a10e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x20999d902e0>,\n",
       "  <matplotlib.patches.Wedge at 0x20999d94310>,\n",
       "  <matplotlib.patches.Wedge at 0x209fcd6de20>,\n",
       "  <matplotlib.patches.Wedge at 0x209fcd97a90>,\n",
       "  <matplotlib.patches.Wedge at 0x209fcd970d0>,\n",
       "  <matplotlib.patches.Wedge at 0x2099f635c10>,\n",
       "  <matplotlib.patches.Wedge at 0x209894238e0>,\n",
       "  <matplotlib.patches.Wedge at 0x20989423970>,\n",
       "  <matplotlib.patches.Wedge at 0x2098b8beb50>,\n",
       "  <matplotlib.patches.Wedge at 0x2098b8beb80>,\n",
       "  <matplotlib.patches.Wedge at 0x20999d90a30>],\n",
       " [Text(0.881082558166318, 0.5893161508860053, 'swisse'),\n",
       "  Text(0.13991409410101893, 1.0507254856868615, 'CONBA/康恩贝'),\n",
       "  Text(-0.36725839475368083, 0.9943446442169583, 'CENTRUM/善存'),\n",
       "  Text(-0.7586684888652805, 0.7402851639759316, 'elevit/爱乐维'),\n",
       "  Text(-0.9977857216652826, 0.3578039318410171, '星鲨'),\n",
       "  Text(-1.0599948228150629, 0.003312945104164122, '伊可新'),\n",
       "  Text(-1.0267175272274176, -0.2635358026606958, '养生堂'),\n",
       "  Text(-0.9372238622342546, -0.4951882794036095, 'BY－HEALTH/汤臣倍健'),\n",
       "  Text(-0.8329360688456593, -0.655604686694611, '朗迪'),\n",
       "  Text(-0.7337383843375103, -0.7650019498993321, '21金维他'),\n",
       "  Text(0.44899856164290036, -0.9602084625968502, '其他品牌')],\n",
       " [Text(0.5901590719793262, 0.39473062936704123, '18.8%'),\n",
       "  Text(0.09371604416200324, 0.7037878253185581, '8.3%'),\n",
       "  Text(-0.24599383044822018, 0.6660232994283399, '7.2%'),\n",
       "  Text(-0.5081647425418387, 0.49585138341784085, '6.9%'),\n",
       "  Text(-0.6683281720588213, 0.23966112415766236, '6.7%'),\n",
       "  Text(-0.7099965322629196, 0.002219048135808044, '4.1%'),\n",
       "  Text(-0.6877070229542135, -0.17651926404631507, '4.0%'),\n",
       "  Text(-0.6277631530059629, -0.3316827154495875, '3.5%'),\n",
       "  Text(-0.5579100083777528, -0.4391314410878998, '2.3%'),\n",
       "  Text(-0.49146627630153983, -0.5124069664420055, '2.2%'),\n",
       "  Text(0.30074431959099923, -0.6431584985318525, '36.1%')])"
      ]
     },
     "execution_count": 311,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a=data.groupby(\"brand\").sum()[\"sales\"]/data[\"sales\"].sum()\n",
    "a.sort_values(axis=0,ascending=False,inplace=True)\n",
    "a=a[:10]\n",
    "a[\"其他品牌\"]=1-a.values.sum()\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "plt.figure(figsize = (4,4),dpi=100)\n",
    "plt.title(\"各品牌销售额占比情况\")\n",
    "colors = [\"purple\"] \n",
    "lbs=a.index\n",
    "plt.pie(a,autopct='%1.1f%%',explode=[0.01 for i in range(11)],labels=lbs,pctdistance = 0.7,labeldistance = 1.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "id": "ebff21ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.08\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([19337,  3072,   480,    87,    19,     1,     0,     0,     0,\n",
       "            0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
       "            0,     0,     0,     1,     0,     0], dtype=int64),\n",
       " array([   0,  200,  400,  600,  800, 1000, 1200, 1400, 1600, 1800, 2000,\n",
       "        2200, 2400, 2600, 2800, 3000, 3200, 3400, 3600, 3800, 4000, 4200,\n",
       "        4400, 4600, 4800]))"
      ]
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def shaixuan(data):\n",
    "    data=data.values\n",
    "    a=[]\n",
    "    for item in data:\n",
    "        if item[7] in ['swisse','CONBA/康恩贝', 'CENTRUM/善存','elevit/爱乐维','星鲨','伊可新', '养生堂','BY－HEALTH/汤臣倍健','朗迪','21金维他']:\n",
    "            a.append(item)\n",
    "    data=pd.DataFrame(a,columns=['date_time','id','shop_name','title','price','sold','discount','brand','parameter','sales'])\n",
    "    return data\n",
    "\n",
    "qianshi=shaixuan(data)\n",
    "print(qianshi[\"price\"].min())\n",
    "np.histogram(qianshi[\"price\"].values,np.arange(0,5000,200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "id": "7e94cc5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[19337, 3072, 480, 108]"
      ]
     },
     "execution_count": 313,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0C3or0i9RSP2ADi3kX0equSi5grof3KWA80BSB+GXgPcj4rE878MX89KPNIpncIVyHE0K7gaQrssXSbUc00nDyQdIOjAi7szb96DuF+P7pOBuYCHtf1hRa/I+6UutWMvwh7LzuJL0Rbk2qZauE+kX+ok5/2pSP5iSbUjNe+VKr+1nKry2K73enwR2qHCcokodrSF15K7U0fgM4EbgMUl7RETpfTEQuEDSDaT3wCukoGS5iHgMlgdQRaXApxjkF2ujio4iNZ/cT5pv5BhSU+oWpNqML+QaJSTtSPpxcFre56ZcjqnFA0raihSoTyl7rPWB18q27U1qsuxJGk5/FKkPWWlepFKt1pLCPqXzsVbggMRaRaRRCF+R9BBwc0RcVLbJkxWabMp1In2ZX0v6NVxNZ+p+4HYmNasMIM3R8MfCB+fPImJcDjggVSM/XrYvpGamf5DavaeSJo/qkh+n4giOHAh1InWwfY/0RdCNNAy0uZawoqlkdSt90c0t/HJfwIoP5qWk4GJ2aQdJi6n7BVlq8nk6Iv6dn6slubnnbODkiLgrj7ZZKx+jMyueSyJiqqRNSf00LiR9cW5PGsY9O4+QOFbSZhExhxSQFJsjSiN2iuVcVHYeC8vylxbPo1T7IGkaqWP1XXm99Cv6z2VNNtW+vObnc7iE+kdDlT6j661hUz2zkVZopiylz5J0AHleG0m/Jr3P3ibVFB1Deh/9Mho/yqR3/vt2A+XtSXp/HEeuxYqIxZI+T6p9nAB8v0LAcyoraqsqOQR4othUqDQDbg/Kml5ys/LXSDUnL1R4LFvNPFOrrRb5i6dogurOUjq1wm5bkKrL/0pqW6+2zACOijQ0tPSLZndSk8EDEdEvIvqRRmG8m489ixQsfIo0zLILqcZG+RiLI+KZsvIcQvq1vIy6Q4JhRR+SJaRflETEKxHxzwaemsY6kFS1XFpKH/ylAKpZ0383oNqXoRrIL/oQ6fn5TyFtGekX6vbAFfl18BvgA/n/5c8lLJ8h9VlS34JTgJ+Rgr35eZP/JdWI/CCvr0Xd2o2WOI+6O678up5a9rquVpP1MdJr+3nqf22/TerY+06V45C/xO9poJzVXh9bkJoaHyQ1wc3Ny4Gk53VLmvbDdShpDpf3G9iuL3B9RNSZ4TXSkPhSMLFRRKi0kJr3FlU7tqSPkmpRrijL2iD/Le8LQkT8sdDM15jvQ39ntiI/ubY6bAE8KemThbQ9yj5sPlxhvzn5b50PpvKF/EFV3LGeX3RLcv6hpNkyryL1P3gB+FLx120FD5A+oDchTehVtDSfw6bUnQ+lpVwTEZuXFlb0WehMqlafVXXP6hr7k7C03VDlqchJ/Up6FPL7qjBVOSsCppKPAv+MFfODdMrLJ0jNZqXlGFITTH9SDci2pQNExPOkL5yhEdE/InYkDSntnfMXk5qSfpZ3Ka8hEUBZOUu/nkv5A8vyi3PllNsF+EehgyqkESLF1+aeVfadQxpSWvV1nfeH6n0W1s/Hv5IVtyWo9pk+RtK1krpI6iXpK5ImkJqCFpFmHv0uebr0iJicz28f0v12jqnUTFnBgaTAv14R8Z+IqNQ5HFbufF1n10qJkrYh9UV5kpUDks3y39eoX3331Pqs0n2WhtNA7Y+tOjfZWKvJtQ5DSB9sZwJ/yVnlN5XryooPjWI1f6m6u0/uZ1BNJyp/iHUCDs6/VEvuUJq47WLSB/ooUu3Cn4FJkg6JiImVHiRX5c/OZf5AhfxKtTyQvuga+vKv78dB1X1zc8YXGzh2NV1p3GdA6Xo9VJb+ZCH/kLwUPV34fw9SbUid40ZEsWMzuUNoFJtNCnmDSH0TPinpeGBH0miQMeR+H4WRHZ1JgXCxL0HnvBRHtUBqnivlH5+XOuUsK0dfUp+nE0idLl8hDRstL293UvBaqW9HqZ9Cvwp55VZ6bUvaGtibFIh+OiIeUZoA7KOS9qRQs0QKuv6L1DSxJHfkvIDUVLlNRDyrpAdptEyp78Q/8hf9WFIn4l/nviYPF469/LlR6gT+Ler2JWqMTtR9jZfeC69WaEYpv4dVL9KNNn9A6jB7cEQszXkHkT57Pg9MjoiGmjzLA5JiudYmndf9pBpKawWuIbHW1IXUD+PTETGm0Dms/FfnGaQq5weo2xmuVM38D+qv1t6Iyq/ltUjTdpd+bU7M2z6by3ZQRCyKiPkR8SVSR9vlQ3IlncyKDo7lN1sr/yLvrOqN0F2o0qQiabSky0gjNqp9YBaHou6gdBfS/hQ610naTukOs8MrlLWatai/BqCkNPR2o8Jz+WVW1D50A64u+2V/GSu+dEtzhpT6W5Seu0rBUFeqNz99mRTU/pj0fF1PGjGxfHZOpZssTiLN57Ip6Vdz8TyWlpXze6x4HrsBPy7Lv5+Vf5V3JTXZ7RwR4yIiqPw8jiP1Ebm2ynl2pv7XdanWq9Jr+x+kicZ2iYhS8+FdpNsy/IHUBFpansiPdxpArgUcFhF7R8Szed++pE7hR1NoZoqIORHxdVJN1TllwQik12bnQt+eyRXOt6HAtxt1g4HS/5WabMqf5+NJHZGvys9FsT/OLOCrpGH/I+t5fAAiYlREHFJI6lwo97WkWyIcnPsnWWuINjAZipeOvZB6ua802RBpmGZQdmO7CttNA05rwuOt18jtRpP6nFxaIW8v6k6MFlS/58iPgOeq5H2L9EF7NdVvSvdn4IL8/xBSv4MrituThib+jdR806jzW43XtwdpuvS18vpa+fnatcK2o0hDYSsdpzfpF31Dj7cP6Vdxvxqfdx+gZ5W8z1Plhoxl2wXwX6upvF8hNaGtdM+Xeva5lDTiZQQpWFy3wjYvAaPrOUZf4IOF9S6k0VaNKgcN3LOpGc/HIaX3eC1fRx1pUX7izdqcXO3eG5gTNXihKt22fnEUhv1Zy8jNBrM76nObmyl7hn9tmy3ngMTMzMxqzn1IzMzMrOYckJiZmVnNOSAxMzOzmvM8JA3IQznXZ8XsgWZmZtZ4vYHpDQ1OcEDSsJVuymRmZmZNsiGV7xq+XE0DEkkHk+43sjFpsqqREfGcpGGk6ZA3Id3y/bRSZCVpN9KEQ4OAsyPivMLxDiNNktQVOCUirivkHU+aze9dYFREPNjIYs4DePXVV+nTZ6XJGM3MzKyKuXPnstFGG0EjWhlqNuw33//hceBY0gyavyTdBGlP4J+kGRLHku7seHNEXJmnjn6JFHRcR5qp8bsRMSEHMU+SZu77K3ArcEBEPC9pH9J0v4eT7kPwW2BE1HPDqkI5+wBz5syZ0+ECktmzZ/P888/zkY98hP79+zc6z8zMDFJA0rdvX0gTOc6tb9tadmrdgjR7340R8SZpGuRtSbe97ku6HfnLpGnFj8n7HEm68daYiHiRdH+UUt4oYEJEXB7pLq0XkW60BfBN0tTWt0fEX4DbgUNb/QzbkBkzZjBkyBCmTZu2PO3KK69k2LBh9OvXj5EjRzJjxorbitx0000MHjyYUaNGseGGG3LTTTc1mHfVVVchaaXlqquuWl2naWZma6iaBSQRcVdEXFpI2gx4EdgGeDTSTcMg3aBry/z/NqSgo1StU7p1eSmv2AzT2Lw6JHWX1Ke0sPJdS9c4M2bM4IADDqgTjDzwwAOceOKJnH/++Tz99NPMnTuXQw9NMdqcOXM47rjjmDRpEs888wwXX3wxp556aoN5RxxxBLNmzVq+vPrqqwwcOJBdd911tZ+zmZmtWdrEsF9J3YBTSH1D+pBuCAWk234CS/Otr+vkAXNJnU5pRl6500m3Bi8ta3yH1sMPP5wjjjiiTto111zDUUcdxac//Wk23nhjxo4dy5/+9CdmzpzJ3LlzueCCCxg+fDgA2223He+8k1q36svr1q0b/fr1W75cc801HHrooQwdOhQzM7P6tImAhHT3zndJHViXAIvK8heSbsBWnldKpxl55c4hNRmVlg2bcB5t0mWXXcaJJ55YJ23GjBlsvPHGy9c7d+68/O9GG23EkUceCcDixYs5//zzl9ee1JdXtHDhQi688ELOOOOMVjknMzNrX2o+7FfSnqSOqDtFxGJJM4FhZZv1Jt3qfCZpdE15Os3IqyMiFlEIXqrfUX7NMWTIkJXStttuO+666y5OOeUUOnXqxFVXXcWIESNKnY8AmDx5MnvuuSfdunXjueeeq7N/fXkA1157LR/72McYPHhwi5+PmZm1PzWtIZE0hDRa5viImJKTHwd2LtumOymoqJNH6gT7eqX9mpDXIX33u99l2bJlbLfdduy8886ce+65nHDCCXW2GT58OL///e/ZdNNNGTVqVKPzAMaNG8exxx7bqudgZmbtRy2H/a4FPAH8GTi5kLWIFCz8dx7qexmwXkQcmG9Z/ipwIGmo8B3ASxFxgqRt8rF2JvUXeRj4bUT8XNJBpP4pI0jNN08C346IWxpRznYz7FcSU6dOrVNr8dJLL/Gzn/2MiRMn8uyzzy5vuimaOnUqQ4cOZebMmfTr16/BvJdeeokdd9yRN998k65du7biGZmZWVu2pgz73Zs0euZrpAlTSssGpCG8F0maARwM/DdARMwATgLuAd4kjcw5K+dNBi4kBTmvA0uBS/Jj3Qn8kTSKZyrwd9I8JR3e+uuvz6233so555yzPBiZOHHi8pEzkDqrSqJTp0715pXceOONHHDAAQ5GzMys0WrWhyQibgeqddCYlidO2540BPidwn7jJN0PbA48HBHzC3n/I2k8KaiZGBHv5/QAviTpF8DaOa82VUNtzC9/+Us233xzDjnkkOVpH/nIR7j00kvZdNNN2Xffffne977H3nvvTZ8+ferNK7nvvvs46qijVv/JmJnZGqtmTTZrivbcZDNr1iw22WQT7rvvPkaMGFFn2z/84Q985zvf4dVXX2WfffbhkksuYdCgQQ3mLViwgH79+jF58mQ233zz1Xp+ZmbWtjSlycYBSQPaU0BiZma2Oq0pfUjMzMzMgDYwD0lHNnj03bUuQrNNO3f/WhfBzMzaAdeQmJmZWc05IDEzM7Oac0BiZmZmNeeAxMzMzGrOAYmZmZnVnAMSMzMzqzkHJGZmZlZzDkjMzMys5hyQmJmZWc05IDEzM7Oac0BiZmZmNeeAxMzMzGrOAYmZmZnVnAMSMzMzqzkHJGZmZlZzDkjMzMys5hyQmJmZWc05IDEzM7Oac0BiZmZmNeeAxMzMzGrOAYmZmZnVnAMSMzMzq7maBiSSBkqaKmlwXj9KUlRYjsr5d5SlP1A41m6SnpM0Q9LJZY9zmKR/SZouaeTqPEczMzNrWM0CEkkDgbuAwYXka4H+hWUjYAbwcM7fAdi6kH9wPtYg4A7gOmBn4EhJe+S8YcB4YAywD3CmpM1a8dTMzMysiWpZQ3I9KQBZLiLej4jZpQX4MnBbRLwsaQNAEfFsYZt3865HAtOBMRHxInAmcEzOGwVMiIjLI+IZ4CLgS61/emZmZtZYtQxIvhYRv6iWKakH8G3g7Jy0I9BZ0muS3pV0vaT+OW8bUtARef0xYPtC3oOFQxfzKj1ud0l9SgvQu8lnZmZmZk1Ss4AkIqY2sMkRwF8jYlpe3xyYDOwP7AQMAc7JeX2A4vHmAus3Iq+S04E5heW1BsppZmZmzdSWR9kcC4wrrUTEORHx6YiYnJteTgUOy9lLgEWFfRcCPRuRV8k5QN/CsmFzTsLMzMwa1qXWBahE0ibAJsAf6tnsLWAdSd2BmcCgQl5v4P38f315K4mIRRQCGElNKruZmZk1XVutIfkv4K6IWFxKkHSDpE8UttkZeDMHEI/n9ZJtgdfz//XlmZmZWRvQVgOSzwAPlaU9A5wv6ROSDiE1rfwq590B7CJpL0ldgdOA+3PeLcDhkraW1As4sZBnZmZmbUCba7KRtBbwMeDrZVk/IXVkvQ+YB1xCHoETETMknQTcA8wHZgNH5bzJki4EniD1H3kx72tmZmZtRM0DkohQ2foCoHuF7RaT5hY5pjwv54+TdD9pNM7DETG/kPc/ksYDGwATI6JqHxIzMzNb/WoekLSkPJS44nDiiJgCTFm9JTIzM7PGaKt9SMzMzKwDcUBiZmZmNeeAxMzMzGrOAYmZmZnVnAMSMzMzqzkHJGZmZlZzDkjMzMys5hyQmJmZWc05IDEzM7Oac0BiZmZmNeeAxMzMzGrOAYmZmZnVnAMSMzMzqzkHJGZmZlZzDkjMzMys5hyQmJmZWc05IDEzM7Oac0BiZmZmNeeAxMzMzGrOAYmZmZnVnAMSMzMzqzkHJGZmZlZzDkjMzMys5hyQmJmZWc05IDEzM7Oaq2lAImmgpKmSBhfSfiEpCstLhbxhkh6XNEvSWEkq5O0m6TlJMySdXPY4h0n6l6TpkkaulpMzMzOzRqtZQCJpIHAXMLgsawdgf6B/XrbN23cH7gSezNtsCRyV8wYBdwDXATsDR0raI+cNA8YDY4B9gDMlbdZ6Z2ZmZmZNVcsakuuBa4sJkroAWwGTImJ2Xubl7H2BvsDJEfEycAZwTM47EpgOjImIF4EzC3mjgAkRcXlEPANcBHypFc/LzMzMmqiWAcnXIuIXZWlbk8r0lKQFku6TtHHO2wZ4NCLey+tPk2pJSnkTIiLy+mPA9oW8BwuPUcxbiaTukvqUFqD3qpycmZmZNV7NApKImFoheUvgeVINxnBgCXBpzusDLN8nBx9LJfUvzwPmAutX2q8sr5LTgTmF5bXGnZGZmZmtqi61LkBRRIwn9fcAQNJxwNRcU7EEWFS2y0KgZ4W8UjoN5FVyDnBeYb03DkrMzMxaVZsKSCp4i1SL80FgJjCsLL838H7OG1QhnQbyVhIRiygEMIWBPGZmZtZK2tQ8JHko7xGFpJ2BZcCrwON5vbTtEKA7KeCok0camfN6/r++PDMzM2sD2lRAAkwGzpL0KUl7A+OAa3JH1klAH0lH523PAB6IiKWkIb+7SNpLUlfgNOD+vN0twOGStpbUCzixkGdmZmZtQJtqsomI30raihRELAV+Swo8iIglkkYB10kaS6o52T3nzZB0EnAPMB+YTZ6jJCImS7oQeILUf+RF4JLVd1ZmZmbWkJoHJBGhsvXTSSNdKm17h6ShpGG7j0bEO4W8cZLuBzYHHo6I+YW8/5E0HtgAmBgRVfuQmJmZ2epX84CkqSLiDeDuKnlTqTvEt5g3BZjSikUzMzOzVdTW+pCYmZlZB+SAxMzMzGrOAYmZmZnVnAMSMzMzqzkHJGZmZlZzqzzKRtLWwEakG9A9HxEzWqxUZmZm1qE0OSCRdCzwHdIEY/8m3U13B0mvAN+NiOdatIRmZmbW7jU6IJHUHbgBmAXsUpyULOcfBNwr6fSIuK5li2lmZmbtWaMCEkldgFtJM6CeW2mbPIvqk8AESW9HxAMtWE4zMzNrxxoVkOT7yFwUEfc2sN3rkvYF5rZI6czMzKxDaHSTTUPBSGG7l1e9OGZmZtYRNWvYr6RNWqogZmZm1nE1dx6S/5X0HUk9SwmSdpa0XjOPa2ZmZh1IkwISSf3LkgYBb5DmIkHS2sB1wNYtUjozMzPrEJpaQ/I3SdsV1rcA/goszuvfBx6MiD+0ROHMzMysY2jqxGjrAXdK+gIwA5gfEVMlLZS0MXAUKUgxMzMza7SmBiTzgP2AO4CHgKtKGRHxb0n7R8SsFiudmZmZdQhN7tQaEZOBc4D9gUmSzgR6SPoBsL+k70vaoYXLaWZmZu3Yqt5c72PAWsC6pI6tyn8BPgR8Gdi02aUzMzOzDqGxU8d3A87K//83sDHwVWCPiPimpMMj4oQ8xfw6wBOSOkXEstYquJmZmbUfjW2yGQhsTwo2/gs4CLgJ2D3fdA9JW5P6lcwCBjsYMTMzs8ZqVEASEdMj4lPA0aTakT1zwPEosBfQFXiWNPLm9IhY2krlNTMzs3aoSZ1aI+IaYB/g15LWBf5CCki6R0QAXwG+ImlYi5fUzMzM2q1VGWXzN2BERLwJvABsRmrOISLmAN8FBrRkIc3MzKx9W6VRNhHxev7378BnI2JhIe/WliiYmZmZdRzNurleRMwvBiNNJWmgpKmSBhfSDpb0iqQlkp6StEUh7xeSorC8VMgbJulxSbMkjZWkQt5ukp6TNEPSyataXjMzM2sdzb3b7yqTNBC4CxhcSBsKXAmMBjYgNQldXthtB9KEbP3zsm3erztwJ/Bk3mZL0jT2SBpEmln2OmBn4EhJe7TaiZmZmVmT1SwgAa4Hri1L2wIYHRE35j4qv2JF0NEF2AqYFBGz8zIv77cv0Bc4OSJeBs4Ajsl5RwLTgTER8SJwZiHPzMzM2oBaBiRfi4hfFBMi4q6IuLSQtBnwYv5/a1J5n5K0QNJ9+YZ+ANsAj0bEe3n9aVItSSlvQh4FBPAYuROumZmZtQ01C0giYmp9+Xl22FOAcTlpS+B54EvAcGAJUApe+gDLj5eDj6WS+pfnAXOB9et53O6S+pQWoHdTzsvMzMyablXvZbM6/Bh4l9yHJCLGA+NLmZKOA6bmoGEJsKhs/4VAzwp5pfRqTgd+2NzCm5mZWePVssmmKkl7AscDR0TE4iqbvUUq/weBmay4uV9Jb+D9Cnml9GrOIfVHKS0bNrX8ZmZm1jRtLiCRNIQ0Iub4iJhSSB8r6YjCpjsDy4BXgcfzevEY3UnBSJ08UifZ16kiIhZFxNzSAsyrtq2ZmZm1jDYVkEhaizQU+HbgNkm98iJgMnCWpE9J2pvUt+Sa3JF1EtBH0tH5UGcAD+R76twB7CJpL0ldgdOA+1fzqZmZmVk9mt2HRNKZwFsRcZGkE4CBEbGqfTD2JnVe3RL4WiF9SET8VtJWwC3AUuC3pMCDiFgiaRRwnaSxpJqT3XPeDEknAfcA84HZ5DlKzMzMrG3QitGwq3gAaRnwz4jYUtI/gU0jonOLlK7pZVmPNKT30Yh4pyxvCLA58HBEzG/CMfsAc+bMmUOfPn1atLyDR9/doserhWnn7l/rIpiZWRs1d+5c+vbtC9A3d4OoqiVG2XyaNBoGUs3D2i1wzFUSEW8AFb/l8zDjeocam5mZWW00OyCJiD8W/n+0ucczMzOzjqdNdWo1MzOzjqnJAYmkjRrI/74kBzpmZmbWaKsSOPyzgfwfRMSyVSmMmZmZdUyrEpC8DyDpDknHSxrawmUyMzOzDmZVApLIE5jNB74JPC9pmqT/k/Tlli2emZmZdQSNHmUjaS9gE4CIWAAckdPXBnYAPgEcjTvKmpmZWRM1KniQ9DngJqBXeV5EvAs8DEwAPkuaRdXMzMys0Rpbm3EXsHlE/KyUIKmnpM9LupF0E7vbgRGtUEYzMzNr5xrVZBMRi4A3y/a5GfgwcANwLvD3iIh0HzwzMzOzxmvSTK15fpEpefULETGvwmadJSmae5McMzMz6zAa24dkXUmXAptFxE4AVYIRgP0cjJiZmVlTNLaGZAvgY8Czkp4HZtezbSdJZ0fE9s0tnJmZmXUMje1D8hCwjaQtgG+R7ur7BvAD4LWyzbsCfVquiGZmZtbeNakPSUQ8Bxwv6SzgHOCXwI4R8VJrFM7MzMw6hiYFJCUR8R/gKEkbRcSrLVwmMzMz62CaNatqMRiR1EXSZ5tfJDMzM+toWnKa9+6kOUnMzMzMmqTJTTaS7mDlKeT/A3yVfCdgMzMzs6ZodA2JpE3yv7sCFwNb5b+XADvnvGUtWjozMzPrEBo7Mdp+wDOSxgKdI+IW4L2IuCUibm7VEpqZmVm716iAJCLuAXYD+gFrVdushcpkZmZmHUyj+5BExGPAY5IOk/QgsG7+C7Ae8Hugh6QJQNeI+ETLF9fMzMzao6beXK87qSbkJ8DV+a+AK4GfATsCY1m506uZmZlZVY0KSCT1JAUcmwNExP2SFkTE/Tl/AfAHYGlu3jEzMzNrtMaOstmENM/I4YW0ZvcZkTRQ0lRJgwtpwyQ9LmmWpLGSVMjbTdJzkmZIOrnsWIdJ+pek6ZJGluUdL+lNSa9I2rO55TYzM7OW1dhOrU9HxDER8RYgSa8AG+Uv+Kmr8sCSBgJ3AYMLad2BO4EngR2ALUk38kPSIOAO4DrSMOMjJe2R84YB44ExwD7AmZI2y3n7kGp3vg58Ebhc0jqrUmYzMzNrHatyL5tdSfONLCPVknTOf0XTZn69HrgW+FghbV+gL3ByRLwn6QzSXCdXAkcC04ExERGSzgSOASYAo4AJEXE5gKSLgC8B3wO+CVwdEbfnvNuBQ4HLm37qZmZm1hqaPHV8RDwbEVMi4p8R8Xz+/7l8rIeacKivRcQvytK2AR6NiPfy+tOkWpJS3oSIKDUVPQZsX8h7kBUam2dmZmZtwCrd7beSHETs34TtKzX19AGmFrYJSUsl9c95UwrbzgXWr7RfE/JWkpuNuheSetd/JmZmZtZcLXlzvZawBFhUlrYQ6Fkhr5Reab/G5lVyOjCnsLzW+OKbmZnZqmjs1PFdJI2X1KcR246StNcqlmcmMKgsrTfppn3leaX0Svs1Nq+Sc0j9WErLho0vvpmZma2Kxo6yWQL8Ebg7j46pSNIxwMnA31exPI+z4kZ9SBpCaj6ZWZ4HbAu8Xmm/JuStJCIWRcTc0gLMW7VTMTMzs8ZqdJNNRPwfcAEwSdJxkgbA8tqTj0u6lTSsdu+IeGcVyzMJ6CPp6Lx+BvBARCwlDfndRdJekroCpwH35+1uAQ6XtLWkXsCJhbybgeMkbSBpXdLInFKemZmZtQFN6tQaEbdI+hNpKO39ubPpIuAF0jwgtxRGwTRZRCyRNAq4Lt9ZeBmwe86bIekk4B5gPjCbPEdJREyWdCHwBKmPyIvAJfmwdwKfz2mQanpuXdUympmZWctTM+KHViNpPdLQ3EfLa1tyM87mwMMRMb8sb0tgA2BiRLxfljcCWDvnNfqkc7+ZOXPmzKFPnwa70DTJ4NF3t+jxamHauY0eWGVmZh3M3Llz6du3L0Df3A2iqhYb9tuSIuINoOK3dR4uXHF22IiYQt2hwcW8x1usgGZmZtai2tqwXzMzM+uAHJCYmZlZzTkgMTMzs5pzQGJmZmY154DEzMzMas4BiZmZmdWcAxIzMzOruVUOSCR1k3RvhfSNJJ2Up3c3MzMza1BzakiWAlsDSPpoIX0/4LvNPLaZmZl1II2eqVXSq8BbwAzS3XdnAe9L+iRwk6RNSXfG/QZwZkQsaoXympmZWTvUlFqMLsCPgZ2Bx0nBCRExCbgR+AXwA2BORPy6hctpZmZm7VhT7mWzICLukLQoIs4DkPTlnHcy8BzwMWCXFi6jmZmZtXPNvbneWpJ2BT4L9AKOB4ZJehf4W1PuqmtmZmYdV3MDkoHAeEDAYuD8/P8gUvPNT5t5fDMzM+sAmjsS5rWI2DgiNgL+Fzgn//994IBml87MzMw6hOYGJAEgqTPwN+AMSX1ItSZ7NfPYZmZm1kE0qskmT3LWOa9WCmIuBvqRApHTI+L0FimdmZmZdQiN7UPSC+ie/3+gkC5JB7NidE1fYIqkiyLi9ZYrppmZmbVnjW2ymQvsBhARXwCQ1AXoAdwF7BMR70XEf4A/AGe2QlnNzMysnWpUDUlELAWer5B1dc57q5B2ATC72SUzMzOzDmOVh/1GxBJgdIX0vzSrRGZmZtbhtOgN8CTtLulpSQe15HHNzMysfWtSDYmkJ4H3ycN9SSNvugK7RsS7pBvv3QP8htTB1czMzKxBTW2yGQocnP8XcCewP7AAICKeBUZLOr7FSmhmZmbtXlMDkvcjYmJpRdLifLffcoubVywzMzPrSFq0D4mZmZnZqmjxgETS5sBazTzGUZKiwnKUpDvK0h4o7LebpOckzZB0ctkxD5P0L0nTJY1sTvnMzMysZTU6IJHUDehWlryWpIWS3istwOOkTq3NcS3Qv7BsROow+zCwA7B1Ie/gXL5BwB3AdcDOwJGS9sh5w0jT2o8B9gHOlLRZM8toZmZmLaSpfUj+r2x97YhYBiBpPWD7iLi7uYWKiPdJo3nIxz4OuA1YCCh3ni13JDAdGBMRIelM4BhgAjAKmBARl+fjXQR8Cfhec8tqZmZmzdfoGpIcJJwhabdC2rLCJmsDl0j6TAuWD0k9gG8DZwM7Ap0lvSbpXUnXS+qfN92GFHSUhiQ/BmxfyHuwcNhiXvnjdZfUp7QAvVvyfMzMzGxlja4hkSRSc0gXYKKkn1N3ThKAvwM3Sto1Iia3UBmPAP4aEdNy34/JwHeBZcDlwDnAsUAfYEphv7nA+vn/PsDUKnnlTgd+2EJlNzMzs0ZoSqfW7wMDgc9J6gx8kdSEsqiwTAH+RWoiaSnHAuMAIuKciPh0REyOiGeAU4HD8nZLchlKFgI9G5FX7hzSpG6lZcOWOAkzMzOrril9SH4NXBQR7+eA5K2I+HH5RpJ+GBEtMg+JpE2ATUh3EK7kLWAdSd2BmcCgQl5vVvRDqS+vjogoBVelMqxS2c3MzKzxmtKH5M2ImFnY77oq27XkpGj/BdxVOqakGyR9opC/M/BmDiIez+sl2wKv5//ryzMzM7MaW6V5SCJicUSc3dKFqeAzwEOF9WeA8yV9QtIhpOaVX+W8O4BdJO0lqStwGnB/zrsFOFzS1pJ6AScW8szMzKzGmjrsdyWSziX1ySiNuOkMvB0RFzXzuGsBHwO+Xkj+CTAEuA+YB1xCGn1DRMyQdBLp5n7zgdnAUTlvsqQLgSdyWV/M+5qZmVkb0BIztX4XeI8VHVvPAOY096ARsSAiukfEPwtpiyPimIjoFREfjIgzI2JJIX8csBlpTpLhEfFmIe9/SE01hwEfj4gFzS2jmZmZtYymDPv9EStqQjoBSyNiLBAR8dPCdmdFRHNnal1lETGVukN8i3lTqDs02MzMzNqAptSQ/Ddp6vi1gO6kIbeVRJV0MzMzs4qa0odkYUScWVqRdPyKf1Xq5yGgk6SvRcRlLVVIMzMza9+aUkNSrebj/4BhwJbA5qTOohWnZTczMzOrpNmjbIAzSVOxLyU16fRg5bsCm5mZmVXVEgHJv4Fp+X8BG5PmC/loCxzbzMzMOoCmBCSdJG1ECjqK86kvjYgPl1YkLY6Ij7ZQ+czMzKwDaEpAshh4kNQ00wV4p8p2HmVjZmZmTdLogCQiBlXLk7QphZoTSZtGxIvNL56ZmZl1BC3Rh2Qa8DtSzUiQpmW/izRjqpmZmVmDmhSQSNojIiYU0yJi05YtkpmZmXU0TZk6vhPpDrnd8vqBwG6kG9ktIN3H5v38/4SImNbShTUzM7P2qdETo0XEMtK9bEp2JDXLzAe6AgOBocD+wMQWLKOZmZm1c03tQ7KkbP2RiPhZaUWSIiIk/UfSVhHxj+YX0czMzNq7pjTZHA10lfQ5YE5xX0mDgLGk5ppvAqOpcsddMzMzs3JNqSHZi9Q0sxOwD+m+Nb/JeT8F5gE/AoiIq1uuiGZmZtbeNaUPyZHAgog4FdgGOBL4uKRHgV9ExAkRUW2yNDMzM7OqmnK3X8izsEZEAHcAewJPABtL2gBA0nckdW/RUpqZmVm71uiARNINQE9J10paDzgMuBe4ICJuBy6XtCFwALBDq5TWzMzM2qWm1JDcSxplMwHYG7geuAD4q6SRwL+AIcDjwIiWLaaZmZm1Z03pQ3IV8H5EXAZ8gzTXyF+A6cBBpJqRYcDfgZ1bvKRmZmbWbjW1D4kAImIX4CJSrckGpA6ufyHVjPwT2EtSS9wnx8zMzDqApsxDIqBnaT0irpf0N+AnwNrAScBcUsfXH5ODFzMzM7OGNLUW45vFlYh4ATg0r84rZP2iOYUyMzOzjqXRAUke6vt/rVgWMzMz66Ca2ofEzMzMrMW1yYBE0i8kRWF5KacPk/S4pFmSxuZ+LaV9dpP0nKQZkk4uO95hkv4laXoeomxmZmZtSJsMSEgTq+0P9M/Ltnn21zuBJ3P+lsBRsPzmfncA15GGHB8paY+cNwwYD4wh3YPnTEmbrc6TMTMzs/q1uYAkDxfeCpgUEbPzMg/YF+gLnBwRLwNnAMfk3Y4kzYcyJiJeBM4s5I0CJkTE5RHxDGm48pdW3xmZmZlZQ9pcQAJsTSrXU5IWSLpP0sakG/o9GhHv5e2eJtWSkPMm5I63AI8B2xfyHiwcv5i3EkndJfUpLUDvFjkrMzMzq6otBiRbAs+TajGGk6arvxToA0wtbZSDj6WS+pfnkeZDWT//X19eJacDcwrLa804FzMzM2uENheQRMT4iNghIh7JzS/HAZ8mlXVR2eYLSZO1LSnLK6XTQF4l55CahkrLhqt4KmZmZtZIa8L07m+RgpE3SPfKKeoNvA/MBAZVSKeBvJVExCIKAUxhII+ZmZm1kjZXQ5KH8x5RSNoZWAY8Q+GmfZKGAN1JAcfj1L2h37bA6/n/+vLMzMysDWhzAQkwGThL0qck7Q2MA64Bfg/0kXR03u4M4IGIWEoa8ruLpL0kdQVOA+7P290CHC5pa0m9gBMLeWZmZtYGtLkmm4j4raStSIHEUuC3wBkRsUTSKOA6SWNJtSa7531mSDoJuAeYD8wmz1ESEZMlXQg8Qeo/8iJwyeo8JzMzM6tfmwtIACLidNJol/L0OyQNJQ3bfTQi3inkjZN0P7A58HBEzC/k/Y+k8cAGwMSIqNqHxMzMzFa/NhmQ1Cci3gDurpI3lbpDfIt5U4AprVg0MzMzW0VtsQ+JmZmZdTAOSMzMzKzmHJCYmZlZzTkgMTMzs5pzQGJmZmY154DEzMzMas4BiZmZmdWcAxIzMzOrOQckZu3Q7Nmz+etf/8qsWbNqXRQzs0ZxQGLWztx0000MHjyYUaNGseGGG3LTTTcB8OyzzzJixAj69+/PqaeeSkQA8KMf/QhJKy0PPfQQAD/+8Y8ZMGAA3bt359BDD2XevHm1OjUza8cckJi1I3PmzOG4445j0qRJPPPMM1x88cWceuqpLFq0iAMPPJDtt9+eJ554gilTpnDVVVcBMHr0aGbNmrV8eeqppxg0aBDbbrst48ePZ/z48dx333384x//4LnnnuPcc8+t7UmaWbvkgMSsHZk7dy4XXHABw4cPB2C77bbjnXfe4d5772XOnDmcd955DB06lLPPPpsrrrgCgB49etCvX7/ly8UXX8x3vvMd+vbty6uvvsrVV1/NjjvuyCabbMIXvvAF/v73v9fyFM2snVrjbq5nZtVttNFGHHnkkQAsXryY888/n0MPPZTJkyez00470bNnTwCGDx/OlCkr32ty+vTp3HbbbUydmu5ROXr06Dr5zz//PJtuumkrn4WZdUQOSMzaocmTJ7PnnnvSrVs3nnvuOcaMGcOQIUOW50uic+fOzJo1i/79+y9PHzduHCNHjqRXr14rHfOFF17gtttu429/+9tqOQcz61jcZGPWDg0fPpzf//73bLrppowaNYouXbrQvXv3Otv06NGD9957b/n60qVLueyyyzj22GNXOt6yZcv46le/yqhRo9hqq61avfxm1vE4IDFrhySx/fbbc/XVV3PrrbcyYMAA3n777TrbzJs3j27dui1fnzBhAuussw5bbrnlSscbM2YMM2fOZOzYsa1edjPrmByQmLUjEydO5NRTT12+3q1bNySxxRZb8MgjjyxPnzp1KosWLWLAgAHL02688UY++9nPrnTMO++8k/POO49bbrlleR8UM7OW5oDErB35yEc+wqWXXsqll17Kq6++yhlnnMHee+/Nfvvtx9y5c7nyyisBOPvss9lrr73o3Lnz8n3vu+8+dt999zrHe+655xg5ciS//OUv2WijjZg/f36dZh4zs5bigMSsHfngBz/IzTffzIUXXshWW23Fe++9xzXXXEOXLl24/PLL+da3vsXAgQO5/fbb+clPfrJ8v5dffpnp06ez44471jnepZdeyrvvvstXvvIVevfuTe/evSs26ZiZNZdKszVaZZL6AHPmzJlDnz59WvTYg0ff3aLHq4Vp5+5f6yJYE7zxxhs8+eST7LTTTqyzzjq1Lo6ZtXNz586lb9++AH0jYm5923rYr1kHst5667H//g4izaztcUBitpq0hxoxcK2YmbUO9yExMzOzmnNAYmZmZjXngMTMzMxqrk0GJJIOlvSKpCWSnpK0RU7/haQoLC8V9hkm6XFJsySNlaRC3m6SnpM0Q9LJtTgnMzMzq67NBSSShgJXAqOBDYAXgMtz9g7A/kD/vGyb9+kO3Ak8mbfZEjgq5w0C7gCuA3YGjpS0x+o5GzMzM2uMNheQAFsAoyPixoh4E/gVsK2kLsBWwKSImJ2XeXmffYG+wMkR8TJwBnBMzjsSmA6MiYgXgTMLeWZmZtYGtLmAJCLuiohLC0mbAS8CW5PK+5SkBZLuk7Rx3mYb4NGIKM1p/TSplqSUNyFWzAD3GLB9tceX1F1Sn9IC9G6ZMzMzM7Nq2lxAUiSpG3AKMI4UYDwPfAkYDiwBSoFLH2Bqab8cfCyV1L88D5gLrF/Pw54OzCksr7XEuZiZmVl1bX1itB8D7wKXR8RiYHwpQ9JxwNRci7EEWFS270KgZ4W8Uno15wDnFdZ746DEzMysVbXZgETSnsDxwE45GCn3FqmG54PATGBYWX5v4P2cN6hCekURsYhCAFMYrGNmZmatpE022UgaQhoVc3xETMlpYyUdUdhsZ2AZ8CrweF4v7t+dFIzUySONzHm9VU/AzMzMmqTNBSSS1gLuAm4HbpPUS1IvUkfVsyR9StLepH4l1+SOrJOAPpKOzoc5A3ggIpaShvzuImkvSV2B04D7V/NpmZmZWT3aYpPN3qQOrFsCXyukDwFuAG4BlgK/JQUeRMQSSaOA6ySNJdWc7J7zZkg6CbgHmA/MJs9RYmZmZm1DmwtIIuJ2oFrHjdPzUmm/O/KkatuThgC/U8gbJ+l+YHPg4YiY38LFNjMzs2ZocwFJc0TEG0DFe7xHxFTqDv81MzOzNqLN9SExMzOzjscBiZmZmdWcAxIzMzOrOQckZmZmVnMOSMzMzKzmHJCYmZlZzTkgMTMzs5pzQGJmZmY154DEzMzMas4BiZmZmdWcAxIzMzOrOQckZmbtxGc+8xmuuuoqAMaMGcO6665Lr169OOigg5gxY8by7SZOnMgWW2zBwIEDOe+882pUWrO6HJCYmbUD48eP5/777wdg0qRJ3HDDDUyaNImnnnqKpUuXcvLJJwPw9ttvc9BBBzFy5EgeeeQRxo8fz4QJE2pZdDPAAYmZ2Rpv5syZnHLKKWy22WYAPPbYY+y3335sttlmbLLJJhxxxBG89NJLQApc1l9/fb7//e+z6aab8oMf/IArrriilsU3AxyQmJmt8U455RQOPfRQdtppJwC22morbrvtNl555RXeeustrrjiCj796U8DMHnyZPbYYw8kAbDjjjvy5JNP1qzsZiUOSMzM1mATJkzgj3/8Iz/96U+Xp+27774MHTqUoUOHsu666zJ//nxGjx4NwNy5cxkyZMjybfv06cP06dNXe7nNyjkgMTNbQy1cuJBvfOMb/OpXv6J3797L02+++Wb+/e9/M2XKFN566y222morvvjFLwLQpUsXunfvvnzbHj168N577632slvzzJgxgyFDhjBt2rTlac8++ywjRoygf//+nHrqqUTE8rz6Ojm3FQ5IzMzWUGPGjGHEiBHsv//+ddLHjx/PN7/5TbbYYgsGDRrEBRdcwK233srs2bMZMGAAb7/99vJt582bR7du3VZ30a0ZZsyYwQEHHFAnGFm0aBEHHngg22+/PU888QRTpkxZPuKqvk7ObYkDEjOzNdS1117L7bffTr9+/ejXrx/XXnstxx13HAsXLuStt95avt0bb7wBwNKlSxkxYgSPPPLI8ry///3vbLDBBqu97LbqDj/8cI444og6affeey9z5szhvPPOY+jQoZx99tnLOyvX18m5LelS6wKYmdmqefjhh1myZMny9e9+97vLO7aOHTuWDTbYgLXWWosLLriAj3/846yzzjocdNBBHH/88TzwwAPstttu/PSnP2Wfffap1SnYKrjssssYMmQI3/72t5enTZ48mZ122omePXsCMHz4cKZMmQKkTs6//vWvOfbYY+nVq1edTs5tiQMSM7M11IYbblhnvVevXgwcOJCRI0fy6quvMmbMGGbMmMHOO+/MlVdeCcDAgQM5//zz2W+//ejVqxf9+vVbXrVva4Zip+SS8s7KkujcuTOzZs2q08kZYMSIEcs7ObclbrIxM2snrrrqKo466ii6d+/OhRdeyOuvv86iRYt46KGH6nxZHXvssTz//POMHz+ep59+mnXXXbeGpbaWUN5ZGVZ0WK6vk3Nb4hoSM7NWMHj03bUuQuNMnFhv9rRz968339qGAQMG8Oyzz9ZJK3VYLnZyBrjgggvo168fs2fPpl+/fjUobWWuITEzM1vDlXdWnjp1KosWLWLAgAEsW7asaifntsQ1JGZmZmu4T37yk8ydO5crr7ySo48+mrPPPpu99tqLzp07s+uuu1bt5NyWdJiARNIw4EpgE+By4LQozhpjZma2hurSpQuXX345I0eO5NRTT6VTp0489NBDAJxwwglVOzm3JR0iIJHUHbgTuB84HPgFcBQpQDEzM1vjlP+mPuigg3j55Zd58skn2WmnnZbXgJQ6OV944YW1KGajdZQ+JPsCfYGTI+Jl4AzgmNoWyczMrGWtt9567L///m2uOaYxOkQNCbAN8GhElG7Y8DSwZaUNc21KcexUb0hjvFvaskVr/v0jWuN5aa/aw/UGX/PG8vXueIb98P5aF6HZnv1xy06S15TXjzpCNwpJPwd6RMTxhbS3gY9ExKyybX8E/HD1ltDMzKxd2zAiXq9vg45SQ7IEWFSWthDoCcwqSz8HOK8sbQAws3WK1mp6A68BGwLzalwWWz18zTsWX++OZU2+3r2B6Q1t1FECkpnAsLK03sD75RtGxCJWDl7WuDpLSaV/50XEGld+azpf847F17tjWcOvd6PK21E6tT4O7FxakTSE1E9kTav1MDMza5c6SkAyCegj6ei8fgbwQES0rWnqzMzMOqgO0WQTEUskjQKukzQWWAbsXttStbpFwI9ZufnJ2i9f847F17tjaffXu0OMsimRtB6wPWkI8Du1Lo+ZmZklHSogMTMzs7apo/QhMTMzszbMAYmZmZnVnAMSMzMzqzkHJG2cpGGSHpc0S9JYFWbHqWefr0v6j6TFkiZK+mAhbzdJz0maIenksv0Ok/QvSdMljWyN8zGQdLCkVyQtkfSUpC1yetVrXd91a+Rj9suvicGFtOMlvZnLsmfZ9v+by/G0pOHNOF0rkHSfpKPy/63yXpTUM1/Tz5Wl+3q3Mkk/kXRnYX21vqcLeR+W9F5ZWsVrLKmrpMslzZH0J0kbN7UsLSYivLTRhTR521RgHDAUuBs4uoF9PgG8CexFmmJ4EjA+5w0C5gA/ADYFngT2yHnDSMPJRgFbAy8Cm9X6OWhvS76OM4H/AtYFbgT+XN+1ru+6NeFxLwMCGJzX9wEWAAcDHwdeAdbJed8AZgC7AgcBU4ButX7u1vQFODJfg6Na870I/BT4fVmar3frX9/hpCndP5zXV+t7uizv9+nrffl61WtMul3KS6Sb0H4dmFiz57DWF9FLPRcHDslfXj3z+jbAnxrY52jgkLL1Kfn/7wDPsWJ01cHAb/P/FwD3Ffb7NnBWrZ+D9rYABwBfL6zvAbxX37Wu77o18jE/SQpSZ7AiIPkdMK6wzfnAqPz/U8DoQt5twF61fu7W5IV0P6w3gH+SApJWeS/m1827lAUwvt6tfn07AY8CZxbSVut7upD3JVLAEYW0itc4l3smcHgh7+/AJrV4Ht1k07ZtQ5ozpVT19jSwZX07RMSVEfG7QtJmpF9YpeNNiPyqAx4jzctSynuwsF8xz1pIRNwVEZcWkkrXp75rXd91q5ek7sCvgROB+YWsitc7VylvXSmvMY9nVf2c9CXwaF5v8fdivnaXAn8Bdpa0TSHb17t1HUt6HqdJOkhSN1b/expJ6wBjSbVrpbT6rvFGQP8qeaudA5K2rQ+pyg/I4S4slTRV0uwKy0HFnSUNIFXVjat0PNINj9ZvRJ61gvyhdQrp+lS71v3L8yhcm9z+XOm18NG87RnACxFxQ9nDVztmL9Lngl8LLUTSHsCngNMKyU1+L0pav8q1np3f618AdgTeIgW690o6tYHH8/VuJkm9SDOovgJ8CDgJ+BOr/z0N6U71N0TEXwpp9V3jPsB7EfFWpbKsbh1i6vg12BJWniZ4IamfSNcK279Vtn4x8JeIuLfK8RYCPRuRZ63jx6Tq9cuBs6h8rXtS/7XZHqjU0Xl67ix7LLBthfxqx1yS1/1aaAGSepB+zX4zIuYV+jSuynvxTeCjVR5qNqn9/6aIODI/9l3Ag5LG1XNMX+/m+yywNqkPyAxJXYBngK8CV5Zt22rvaUmfIvUR2bosq75rXO07pibX3wFJ2zaT1MGtqDfwfkS8Xt+Okr5C6p9QrLadSepMVedYjcizFpZHORwP7BQRiyVVvdbUc20i4l9Vjl+qvv9eREyvsEnFY0bEAkkLct7cYl4TTs9W+D7weETcXZbe5PdipJuBTqv2QJI2BK4qJP0N6Eaqlvf1bj0bkppmZsDye6c9DWxO3eccWuk9nQPfccA3IuLdYl4D13gm0FdS14hYXMibSw24yaZtexzYubQiaQip5/bM+naStAPwS1JHpTerHY8UZb/eiDxrQfk6XgccHxFTcnJ913pVrs3GpJq0saUq35z2tKQjGjjmE6vweFbZEcDBhWtwBHAJ8BVa/r34GrBWYf1DpFEY/2ngmL7ezVP+vEN67r/DanpPA/9NGslzUyGP/P8nqHKN8/fDa8DHmliW1lGLnrReGreQarDeYsVQscuAOxvY5wOkD6DvkdoOewG9ct5A0tC/vUhNPvcCv8x525A6SG2d9/k7cEqtn4P2tpA+uP5B+qXTq7B0rXat67tuDbx2Bpctr5E+0HqRhv5NBzYgDT9+Dfhc3vdEUpVzH+AjpGal7Wv93K2JC+nXc/Ea3Ax8tzXei8DXSMM3dyQNJf09cHfO8/VuvWu8DmkI77H5ep+Yr+1Gq/k9XZ4X+W+P+q4xqd/JH0i1abuSmnDWq8lzWeuL6aWBC5Q+SN4lDe96C9iyge2/nV+IdZZC/rGsqKp7BVi3kPe/+cU4hxRRr1Xr829vC2l430rXJ39wVL3W9V23Jjz2NFYM+xXwG9KQ4/eAO1kxBLE78EdSte0i4OJaP2/tZSE1qRzV0DVdlfdivqanA//K1/T+0heLr3erX9ddgEfyc/sycGBOX23v6Qp5Ufi/6jUmBVSTgVnAYuC0Wj2PvtvvGkDSeqSOTo9GxDstcLwhpPbNhyOifNjYlqRfURMjwu3Iq1l917q+69aMxxtB6pA3MQofBpI6kT5kF0XEYy3xWLay1f1e9PVe/Vb3e7qeclS9xnnE3yeBNyLi2dYsR30ckJiZmVnNuVOrmZmZ1ZwDEjMzM6s5ByRmZmZWcw5IzMzMrOYckJh1QJK+JWm/wvrakk6X1KcGZal0GwQkfUDSJmVpu0vqXc+xtiy7qRySDs73G2kTqp2vWUfngMSsg8lTUJ9Gmgip5HDgbGBIlX02l/RqWdq5kr7ZzLJsDzyWhx2W+wxwW743SGl67FuAz9VzyGOBGwr7lObmOKM55axESaVyl/I7l8pRSBsE/C0P9zSzAgckZh3PZ0gTIN0By7/ovwecC1wqqXwabEg33Fp+Ey5JPUm3OO8i6ROFpdH3x8pfyuNJE4WtNM9GRFxDmjBqi5z0ubx+dZXjdSHd6Owi0mRz5Lk2Tgc+oMKd7Yr/N8PGwJxqd+Al3fCuTsAWEW+T7gZ7d77rq5llnofErIORNAH4W0Scktd/Sfos+Jakc0iTOB0WEXNzfg/S7ch/T7qtvYBTSLMCP5gPO5T0/f/xJpTjT8APIuLBCnn/AvqWJa9FCjQWkh6sX9k+nwduBD4InAycwMp3MoU0BffxEVExsFkdJB0NfCYivlCrMpi1NQ5IzDoQSQcDvwN+EhGjJZ0JHAB8IiLeyzUHlwG7A98CHgOeJ32J9yLdJ+ky0r0xZgOHRMQ/JD0MnB0R9zayHHuQgoLDquS/DYyIiGk5IFoQEcp5A4G3S+s5TaS7236UNM36wgrH7AEsjnTX3GaR1Bno3NAMqnl2zE4RsaRC3uPAyIh4qbnlMWsP3GRj1kFI+iDwa2BCXv81sCepCaFf3qwvcHve7gJgaUQMAm4g3SNlG9LNAY8n9Tu5XtKFwHONDUay/YHr68lfBvxJ0jRSQISkaXn9bxW2/0rhHMjbXyTpk4WkLwNvVGmSaqrPA4skRX0LsBQ4q8oxbiQ9D2aGAxKzjmQj4G5y3xHg58DepH4O+xa2GRcRY4GtImJOHqFyGKmG5K+k+6DcSGoOWQSMBP4taZ0mlGVDUoBTTZBqbQaTmomIiMF5fbvihoWOqyeVHaNrLlvJNqR7hixoQjmruY10x9Y+pOcMUp+S3qTnZLP8fz9gTJVj/Kuwr1mH54DErIOIiMci4pjC+gsR8R5ptM30nLw4LxSaNr5NCmTmk0bn/ETSo8APga+SvlTnAn+R9GdJ5X0/KplL+jKvpnMTzitId1f9XVnWDcBnc7MJwA6k27zXIalLrtH4UxMec1FEvBMR8wrJbxdukPZeRMyPiDkR8W6Vw/Qh3c3XzEjtwmbWsfUh3Rp9JZI2Br4GHArsEhG/k/QGqYlkV+DawuaLgC9FRGO+ZJ8DdibdEr2S/wAP5cEwpb4j0wr5dWpXIuKFCseYSLrt+g6SJpNqSCo9XpCaheqrsanPVsBrlfqtNGAnKgRIZh2VAxIz+wjw7yp5HyL1gZhVSoiIRyV9Bbg5In4EIGkwMCUiXmnkY14PPCLp/GINgqTupNqRHQvbdid1oN28eIA89DiqNcFExFJJD5GapbqRbq2+UvlyTdDm5elN8FngD03ZIffn2ZfUcdjMcJONWYcm6TPA3Dw/xkoi4uGIuLxC1rJGplUUEf8BfgOMK8v6DjATmFFYXs95M8qWucDYSscvzDNyFqnpZi/goQr5pQnM/ilpfGPLX9h3GKmz7MX1bPO5YjNWnql1PPCjVahVMWu3XENi1vH0IH0nfwS4ktRHpKQTuYmkTHlaJ+A4SaVhu11p+g+cM4FbJV0NHB0RyyLiJ8BP6jywtDap/0rvKJunoCywKE3J3hNYIKk4vLdT3uaLef1hYI/CuW1GCnIaTdJHgTuBSyLiyULWUtJkbq/lmVl/QxqVc3eu1fkd8EJEXNaUxzNr7xyQmHU83fIyCvhtHjFT0j0v5bqQgo7idpeUNdm83JRCRMRiSYcAn4+I+mpXSveh6QrUmfejLEApdZJdmsu3uDyAKSnOKJvnCGnSzK2STiCNUroCOLUs+y7g/hwsBSlouS/nLQSujIjrmvJ4Zh2BJ0YzswblL/BBuaml1NcjGpoYrL3Kk6ztEhHVOuWaWRM5IDEzM7Oac6dWMzMzqzkHJGZmZlZzDkjMzMys5hyQmJmZWc05IDEzM7Oac0BiZmZmNeeAxMzMzGrOAYmZmZnVnAMSMzMzq7n/B/xC1z+eRqaLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (6,4),dpi=100)\n",
    "plt.title(\"销售额排行前十品牌药品销售记录价格分布\")\n",
    "plt.xlabel(\"价格（单位：元）\")\n",
    "plt.ylabel(\"药品记录（单位：条）\") \n",
    "b=[19337,3072,480,108]\n",
    "for i in range(4):\n",
    "        #  xy 即为在图上的坐标  text 为内容\n",
    "        \n",
    "        \n",
    "    plt.annotate(text=int(b[i]), xy=([\"0-200\",\"200-400\",\"400-600\",\"600-4400\"][i], b[i]+150))\n",
    "#plt.xticks(rotation=-45)\n",
    "plt.bar([\"0-200\",\"200-400\",\"400-600\",\"600-4400\"],b,width=0.4)\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "id": "e4958db0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0-200       0.840849\n",
       "200-400     0.133583\n",
       "400-600     0.020872\n",
       "600-4400    0.004696\n",
       "dtype: float64"
      ]
     },
     "execution_count": 314,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "zhekou=pd.Series([19337,3072,480,108],index=[\"0-200\",\"200-400\",\"400-600\",\"600-4400\"])\n",
    "zhekou=zhekou/zhekou.values.sum()\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "plt.figure(figsize = (4,4),dpi=100)\n",
    "plt.title(\"销售额排行前十品牌药品销售记录价格分布\")\n",
    "\n",
    "plt.pie(zhekou,autopct='%1.1f%%',explode=[0.05 for i in range(4)],labels=zhekou.index,pctdistance = 0.7,labeldistance = 1.05)\n",
    "zhekou"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "id": "ca333fbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "43482628095      24\n",
       "565033175224     24\n",
       "4072391822643    24\n",
       "4072391822644    24\n",
       "4072391822645    24\n",
       "                 ..\n",
       "4151468996526     1\n",
       "536249137064      1\n",
       "552968337319      1\n",
       "611136136910      1\n",
       "4631336339308     1\n",
       "Name: id, Length: 9093, dtype: int64"
      ]
     },
     "execution_count": 315,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"id\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "id": "989da86d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 3 artists>"
      ]
     },
     "execution_count": 316,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize = (6,4),dpi=100)\n",
    "plt.title(\"品牌种类数统计\")\n",
    "plt.xlabel(\"品牌\")\n",
    "plt.ylabel(\"药品种类数（单位：种）\") \n",
    "b=[9093,2630,59]\n",
    "for i in range(3):\n",
    "        #  xy 即为在图上的坐标  text 为内容\n",
    "        \n",
    "        \n",
    "    plt.annotate(text=int(b[i]), xy=([\"所有品牌\",\"排行0-10品牌\",\"排行235-244品牌\"][i], b[i]+100))\n",
    "#plt.xticks(rotation=-45)\n",
    "plt.bar([\"所有品牌\",\"排行0-10品牌\",\"排行235-244品牌\"],[9093,2630,59],width=0.3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "id": "000f6922",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 317,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data[data[\"brand\"]=='SUCCHI/三才集团'][\"id\"].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "id": "cd791041",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "95折    0.610725\n",
       "9折     0.286504\n",
       "85折    0.089778\n",
       "1折     0.012993\n",
       "dtype: float64"
      ]
     },
     "execution_count": 318,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "zhekou=pd.Series([5709490,2678447,839307,121469],index=[\"95折\",\"9折\",\"85折\",\"1折\"])\n",
    "zhekou=zhekou/zhekou.values.sum()\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "plt.figure(figsize = (4,4),dpi=100)\n",
    "plt.title(\"阿里健康大药房药品折扣分布\")\n",
    "\n",
    "plt.pie(zhekou,autopct='%1.1f%%',explode=[0.03 for i in range(4)],labels=zhekou.index,pctdistance = 0.7,labeldistance = 1.05)\n",
    "zhekou"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d78ae76e",
   "metadata": {},
   "source": [
    "# 第四题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "id": "dbb9739f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2020-01-31    2.826087e+07\n",
       "2020-02-29    2.339260e+07\n",
       "2020-03-31    3.827770e+07\n",
       "2020-04-30    3.325066e+07\n",
       "2020-05-31    3.195168e+07\n",
       "2020-06-30    7.325612e+07\n",
       "2020-07-31    3.256229e+07\n",
       "2020-08-31    4.213874e+07\n",
       "2020-09-30    4.465841e+07\n",
       "2020-10-31    3.440318e+07\n",
       "2020-11-30    4.889349e+07\n",
       "2020-12-31    9.012916e+07\n",
       "2021-01-31    5.335186e+07\n",
       "2021-02-28    5.484961e+07\n",
       "2021-03-31    7.267996e+07\n",
       "2021-04-30    6.496812e+07\n",
       "2021-05-31    6.419337e+07\n",
       "2021-06-30    1.148226e+08\n",
       "2021-07-31    6.432246e+07\n",
       "2021-08-31    7.570969e+07\n",
       "2021-09-30    8.517083e+07\n",
       "2021-10-31    7.946103e+07\n",
       "2021-11-30    7.716613e+07\n",
       "2021-12-31    1.264796e+08\n",
       "Freq: M, dtype: float64"
      ]
     },
     "execution_count": 319,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shixu_data=data.groupby(\"date_time\").sum()\n",
    "a=shixu_data.copy()\n",
    "a.sort_values(by=[\"date_time\"],axis=0,ascending=True,inplace=True)\n",
    "shixu_data=a\n",
    "time=pd.Series(np.array(shixu_data[\"sales\"].values),index=pd.date_range('2020-01','2022-01',freq=\"M\"))\n",
    "time\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "id": "b5d2fdc0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '天猫维生素类药品销售额随时间变化情况')"
      ]
     },
     "execution_count": 320,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "time.plot(figsize=(6,4),color=\"red\",linewidth=0.7)\n",
    "plt.grid()\n",
    "#plt.legend(bbox_to_anchor=(0.2,1))\n",
    "plt.ylabel(\"销售额（单位：元）\")\n",
    "plt.xlabel(\"时间\")\n",
    "plt.title(\"天猫维生素类药品销售额随时间变化情况\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5854649",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "id": "1072cf8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '天猫维生素类药品销售额随时间变化情况一阶差分图')"
      ]
     },
     "execution_count": 321,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#一阶差分\n",
    "yijie=time.diff()\n",
    "\n",
    "yijie=yijie.dropna()\n",
    "erjie=yijie.diff()\n",
    "erjie=erjie.dropna()\n",
    "plt.figure(figsize=(6,4))\n",
    "yijie.plot(color=\"red\",linewidth=0.7)\n",
    "plt.ylabel(\"差分值\")\n",
    "plt.grid()\n",
    "plt.xlabel(\"时间\")\n",
    "plt.title(\"天猫维生素类药品销售额随时间变化情况一阶差分图\")\n",
    "\n",
    "#plt.plot(yijie,color=\"red\",linewidth=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "id": "a363904f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('adf', -9.763802211763032), ('pvalue', 7.441635422880932e-17), ('usedlag', 4), ('nobs', 18), ('critical_values', {'1%': -3.859073285322359, '5%': -3.0420456927297668, '10%': -2.6609064197530863}), ('icbest', 453.1090638601649)]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-9.763802211763032,\n",
       " 7.441635422880932e-17,\n",
       " {'1%': -3.859073285322359,\n",
       "  '5%': -3.0420456927297668,\n",
       "  '10%': -2.6609064197530863})"
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#平稳性检验\n",
    "from statsmodels.tsa.stattools import adfuller  \n",
    "def adf_val(ts, ts_title):\n",
    "    '''\n",
    "    ts: 时间序列数据，Series类型\n",
    "    ts_title: 时间序列图的标题名称，字符串\n",
    "    '''     \n",
    "    # 稳定性（ADF）检验\n",
    "    adf, pvalue, usedlag, nobs, critical_values, icbest = adfuller(ts)  \n",
    "    name = ['adf', 'pvalue', 'usedlag',\n",
    "            'nobs', 'critical_values', 'icbest']    \n",
    "    values = [adf, pvalue, usedlag, nobs, \n",
    "              critical_values, icbest]  \n",
    "    print(list(zip(name, values)))\n",
    " \n",
    "    return adf, pvalue, critical_values,  \n",
    "    # 返回adf值、adf的p值、三种状态的检验值\n",
    "adf_val(yijie,\"sss\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "id": "b59beb83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lb_stat</th>\n",
       "      <th>lb_pvalue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.729893</td>\n",
       "      <td>0.016678</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    lb_stat  lb_pvalue\n",
       "1  5.729893   0.016678"
      ]
     },
     "execution_count": 323,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#白噪声检验\n",
    "from statsmodels.stats.diagnostic import acorr_ljungbox  # 随机性检验库\n",
    "acorr_ljungbox(yijie, lags=1)  # 白噪声检验结果\n",
    "#p<0.05，拒绝原假设，说明原始序列存在相关性   \n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "id": "587d0ff0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "acf=plot_acf(yijie,lags=22)\n",
    "acf.show()\n",
    "#q=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "id": "da515885",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pacf=plot_pacf(yijie,lags=10)\n",
    "pacf.show()\n",
    "#p=2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "id": "61fff4aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "model=sm.tsa.ARIMA(time,order=(2,1,1),freq=\"M\")\n",
    "result=model.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "id": "34959685",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2022-01-31    9.011534e+07\n",
      "2022-02-28    9.414864e+07\n",
      "2022-03-31    1.093446e+08\n",
      "Freq: M, Name: predicted_mean, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "pred=result.predict(\"2022-1\",\"2022-3\",dynamic=True,typ=\"levels\")\n",
    "print(pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "id": "0b1befc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,4))\n",
    "plt.title(\"ARIMA预测结果\")\n",
    "pred.plot(color=\"blue\",linewidth=0.7)\n",
    "time.plot(color=\"red\",linewidth=0.7)\n",
    "plt.ylabel(\"销售额（单位：元）\")\n",
    "plt.xlabel(\"时间\")\n",
    "plt.grid()\n",
    "#plt.plot(pred,color=\"blue\",linewidth=0.7)\n",
    "#plt.plot(time,color=\"red\",linewidth=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "id": "c7335314",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sales</th>\n",
       "      <th>sales+1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-05-31</th>\n",
       "      <td>6.419337e+07</td>\n",
       "      <td>1.148226e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-30</th>\n",
       "      <td>1.148226e+08</td>\n",
       "      <td>6.432246e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-07-31</th>\n",
       "      <td>6.432246e+07</td>\n",
       "      <td>7.570969e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-08-31</th>\n",
       "      <td>7.570969e+07</td>\n",
       "      <td>8.517083e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-09-30</th>\n",
       "      <td>8.517083e+07</td>\n",
       "      <td>7.946103e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-31</th>\n",
       "      <td>7.946103e+07</td>\n",
       "      <td>7.716613e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-11-30</th>\n",
       "      <td>7.716613e+07</td>\n",
       "      <td>1.264796e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31</th>\n",
       "      <td>1.264796e+08</td>\n",
       "      <td>9.011534e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   sales       sales+1\n",
       "2021-05-31  6.419337e+07  1.148226e+08\n",
       "2021-06-30  1.148226e+08  6.432246e+07\n",
       "2021-07-31  6.432246e+07  7.570969e+07\n",
       "2021-08-31  7.570969e+07  8.517083e+07\n",
       "2021-09-30  8.517083e+07  7.946103e+07\n",
       "2021-10-31  7.946103e+07  7.716613e+07\n",
       "2021-11-30  7.716613e+07  1.264796e+08\n",
       "2021-12-31  1.264796e+08  9.011534e+07"
      ]
     },
     "execution_count": 329,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_shifted =pd.DataFrame(time[-8:],columns=[\"sales\"])\n",
    "a=[]\n",
    "for i in time.values[-7:]:\n",
    "    a.append(i)\n",
    "a.append(9.011534e+07)\n",
    "test_shifted[\"sales+1\"]=a\n",
    "HORIZON=1\n",
    "# # for t in range(1, HORIZON+1):\n",
    "# #     test_shifted['sales+'+str(t)] = test_shifted[\"sales\"].shift(-t, freq='H')\n",
    "# #test_shifted = test_shifted.dropna(how='any')\n",
    "# test_shifted\n",
    "test_shifted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "id": "a3bb9599",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021-05-31 00:00:00\n",
      "1 : predicted = 2021-05-31    6.334464e+07\n",
      "Freq: M, dtype: float64 expected = 64193365.23575035\n",
      "2021-06-30 00:00:00\n",
      "2 : predicted = 2021-06-30    6.835094e+07\n",
      "Freq: M, dtype: float64 expected = 114822639.10601242\n",
      "2021-07-31 00:00:00\n",
      "3 : predicted = 2021-07-31    8.272162e+07\n",
      "Freq: M, dtype: float64 expected = 64322459.523685336\n",
      "2021-08-31 00:00:00\n",
      "4 : predicted = 2021-08-31    7.882019e+07\n",
      "Freq: M, dtype: float64 expected = 75709694.56840378\n",
      "2021-09-30 00:00:00\n",
      "5 : predicted = 2021-09-30    9.376887e+07\n",
      "Freq: M, dtype: float64 expected = 85170830.17091554\n",
      "2021-10-31 00:00:00\n",
      "6 : predicted = 2021-10-31    7.073835e+07\n",
      "Freq: M, dtype: float64 expected = 79461029.55913116\n",
      "2021-11-30 00:00:00\n",
      "7 : predicted = 2021-11-30    7.959789e+07\n",
      "Freq: M, dtype: float64 expected = 77166134.459072\n",
      "2021-12-31 00:00:00\n",
      "8 : predicted = 2021-12-31    8.158612e+07\n",
      "Freq: M, dtype: float64 expected = 126479583.26619123\n"
     ]
    }
   ],
   "source": [
    "#模型评估\n",
    "\n",
    "training_window = 2 #\n",
    " \n",
    "train_ts = shixu_data[\"sales\"][:-8]\n",
    "test_ts = test_shifted\n",
    " \n",
    "history = [x for x in train_ts]\n",
    "history = history[(-training_window):]\n",
    " \n",
    "predictions = list()\n",
    " \n",
    "order = (2, 1, 1)\n",
    "a=[]\n",
    "ceshi=[] \n",
    "for t in range(len(test_ts)):\n",
    "    model=sm.tsa.ARIMA(time[:-8+t],order=(2,1,1),freq=\"M\")\n",
    "    model_fit = model.fit()\n",
    "    yhat = model_fit.forecast(steps = HORIZON)\n",
    "    predictions.append(yhat)\n",
    "    obs = list(test_ts.iloc[t])\n",
    "    # move the training window\n",
    "    history.append(obs[0])\n",
    "    history.pop(0)\n",
    "    print(test_ts.index[t])\n",
    "    ceshi.append(abs((yhat.values-obs)/obs))\n",
    "    a.append(yhat)\n",
    "    print(t+1, ': predicted =', yhat, 'expected =', obs[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "id": "63614371",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.05288410392459565"
      ]
     },
     "execution_count": 332,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#计算MAPE\n",
    "b=[]\n",
    "for item in a:\n",
    "    b.append(item.values[0])\n",
    "he=0\n",
    "for i in range(8):\n",
    "    he+=(time.values[-8:][i]-b[i])/ time.values[-8:][i]\n",
    "he/8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "id": "7d938bcc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2021-05-31    6.334464e+07\n",
       "2021-06-30    6.835094e+07\n",
       "2021-07-31    8.272162e+07\n",
       "2021-08-31    7.882019e+07\n",
       "2021-09-30    9.376887e+07\n",
       "2021-10-31    7.073835e+07\n",
       "2021-11-30    7.959789e+07\n",
       "2021-12-31    8.158612e+07\n",
       "Freq: M, dtype: float64"
      ]
     },
     "execution_count": 333,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shu=pd.Series(np.array(b),index=pd.date_range('2021-05','2022-01',freq=\"M\"))\n",
    "plt.figure(figsize=(6,4))\n",
    "plt.title(\"ARIMA拟合结果\")\n",
    "#pred.plot(color=\"blue\",linewidth=0.7)\n",
    "time.plot(color=\"red\",linewidth=0.7)\n",
    "shu.plot(color=\"blue\",linewidth=0.7)\n",
    "plt.ylabel(\"销售额（单位：元）\")\n",
    "plt.xlabel(\"时间\")\n",
    "plt.legend(labels=[\"true\",\"pred\"])\n",
    "plt.grid()\n",
    "#plt.plot(pred,color=\"blue\",linewidth=0.7)\n",
    "#plt.plot(time,color=\"red\",linewidth=0.7)\n",
    "shu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9321b24",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5778b394",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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